DataFrame
NO COMPARISON TARGET
276593
ROWS
0
DUPLICATES
130.2 MB
RAM
(INCL. 1 SKIPPED) 63
FEATURES
34
CATEGORICAL
28
NUMERICAL
0
TEXT
2.3.1
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
target
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
ZEROES:
---
MAX
0.00
95%
0.00
Q3
0.00
MEDIAN
0.00
AVG
0.00
Q1
0.00
5%
0.00
MIN
0.00
RANGE
0.00
IQR
0.00
STD
0.00
VAR
0.00
KURT.
0.00
SKEW
0.00
SUM
1.4M
1
srch_id
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
276,593
(100%)
2
site_id
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
34
(<1%)
3
visitor_location_country_id
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
215
(<1%)
4
visitor_hist_starrating
VALUES:
18,185
(7%)
MISSING:
258,408
(93%)
DISTINCT:
325
(<1%)
ZEROES:
---
MAX
5.00
95%
4.50
Q3
3.94
MEDIAN
3.43
AVG
3.37
Q1
2.90
5%
2.15
MIN
1.00
RANGE
4.00
IQR
1.04
STD
0.695
VAR
0.484
KURT.
-0.469
SKEW
-0.061
SUM
61,282
5
visitor_hist_adr_usd
VALUES:
18,268
(7%)
MISSING:
258,325
(93%)
DISTINCT:
12,118
(4%)
ZEROES:
2
(<1%)
MAX
2,769
95%
366
Q3
213
AVG
177
MEDIAN
152
Q1
110
5%
67
MIN
0
RANGE
2,769
IQR
103
STD
112
VAR
12,495
KURT.
45.1
SKEW
4.13
SUM
3.2M
6
prop_country_id
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
170
(<1%)
7
prop_id
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
57,646
(21%)
8
prop_starrating
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
9
prop_review_score
VALUES:
276,351
(>99%)
MISSING:
242
(<1%)
DISTINCT:
10
(<1%)
ZEROES:
6,250
(2%)
MAX
5.00
95%
4.50
Q3
4.50
MEDIAN
4.00
AVG
3.94
Q1
3.50
5%
3.00
MIN
0.00
RANGE
5.00
IQR
1.00
STD
0.803
VAR
0.646
KURT.
10.9
SKEW
-2.81
SUM
1.1M
10
prop_brand_bool
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
11
prop_location_score1
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
335
(<1%)
ZEROES:
13,042
(5%)
MAX
6.98
95%
5.38
Q3
3.95
AVG
2.85
MEDIAN
2.71
Q1
1.79
5%
0.69
MIN
0.00
RANGE
6.98
IQR
2.16
STD
1.48
VAR
2.18
KURT.
-0.456
SKEW
0.179
SUM
787k
12
prop_location_score2
VALUES:
247,732
(90%)
MISSING:
28,861
(10%)
DISTINCT:
8,470
(3%)
ZEROES:
1,573
(<1%)
MAX
1.00
95%
0.59
Q3
0.27
AVG
0.19
MEDIAN
0.13
Q1
0.05
5%
0.01
MIN
0.00
RANGE
1.00
IQR
0.214
STD
0.187
VAR
0.035
KURT.
2.28
SKEW
1.55
SUM
46,820
13
prop_log_historical_price
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
345
(<1%)
ZEROES:
39,983
(14%)
MAX
6.21
95%
5.82
Q3
5.29
MEDIAN
4.93
AVG
4.31
Q1
4.48
5%
0.00
MIN
0.00
RANGE
6.21
IQR
0.810
STD
1.83
VAR
3.34
KURT.
1.57
SKEW
-1.77
SUM
1.2M
14
position
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
40
(<1%)
ZEROES:
---
MAX
40.0
95%
26.0
Q3
10.0
AVG
7.7
MEDIAN
4.0
Q1
2.0
5%
1.0
MIN
1.0
RANGE
39.0
IQR
8.00
STD
8.04
VAR
64.7
KURT.
1.72
SKEW
1.53
SUM
2.1M
15
price_usd
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
27,544
(10%)
ZEROES:
3
(<1%)
MAX
3.8M
95%
0.0M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
3.8M
IQR
77.5
STD
13,079
VAR
171.1M
KURT.
58,762
SKEW
234
SUM
62.3M
16
promotion_flag
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
17
srch_destination_id
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
20,126
(7%)
18
srch_length_of_stay
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
32
(<1%)
ZEROES:
---
MAX
33.0
95%
5.0
Q3
3.0
AVG
2.1
MEDIAN
2.0
Q1
1.0
5%
1.0
MIN
1.0
RANGE
32.0
IQR
2.00
STD
1.71
VAR
2.91
KURT.
26.7
SKEW
3.66
SUM
580k
19
srch_booking_window
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
410
(<1%)
ZEROES:
19,161
(7%)
MAX
482
95%
131
Q3
39
AVG
32
MEDIAN
13
Q1
3
5%
0
MIN
0
RANGE
482
IQR
36.0
STD
46.9
VAR
2,201
KURT.
9.40
SKEW
2.73
SUM
8.8M
20
srch_adults_count
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
ZEROES:
---
MAX
9.00
95%
4.00
Q3
2.00
MEDIAN
2.00
AVG
1.94
Q1
1.00
5%
1.00
MIN
1.00
RANGE
8.00
IQR
1.00
STD
0.878
VAR
0.771
KURT.
9.53
SKEW
2.26
SUM
538k
21
srch_children_count
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
10
(<1%)
ZEROES:
208,398
(75%)
MAX
9.00
95%
2.00
Q3
0.00
AVG
0.37
MEDIAN
0.00
Q1
0.00
5%
0.00
MIN
0.00
RANGE
9.00
IQR
0.00
STD
0.738
VAR
0.545
KURT.
7.68
SKEW
2.42
SUM
101k
22
srch_room_count
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
ZEROES:
---
MAX
8.00
95%
2.00
Q3
1.00
AVG
1.13
MEDIAN
1.00
Q1
1.00
5%
1.00
MIN
1.00
RANGE
7.00
IQR
0.00
STD
0.447
VAR
0.200
KURT.
52.6
SKEW
5.69
SUM
313k
23
srch_saturday_night_bool
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
24
srch_query_affinity_score
VALUES:
21,676
(8%)
MISSING:
254,917
(92%)
DISTINCT:
20,077
(7%)
ZEROES:
---
MAX
-3
95%
-7
Q3
-12
MEDIAN
-18
AVG
-22
Q1
-28
5%
-51
MIN
-324
RANGE
321
IQR
15.3
STD
15.1
VAR
227
KURT.
22.8
SKEW
-2.91
SUM
-479k
25
orig_destination_distance
VALUES:
187,249
(68%)
MISSING:
89,344
(32%)
DISTINCT:
109,609
(40%)
ZEROES:
---
MAX
11,684
95%
5,788
Q3
1,427
AVG
1,266
MEDIAN
361
Q1
136
5%
14
MIN
0
RANGE
11,684
IQR
1,291
STD
2,000
VAR
4.0M
KURT.
5.84
SKEW
2.42
SUM
237.1M
26
random_bool
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
27
comp1_rate
VALUES:
6,213
(2%)
MISSING:
270,380
(98%)
DISTINCT:
3
(<1%)
28
comp1_inv
VALUES:
6,584
(2%)
MISSING:
270,009
(98%)
DISTINCT:
3
(<1%)
29
comp1_rate_percent_diff
VALUES:
4,919
(2%)
MISSING:
271,674
(98%)
DISTINCT:
282
(<1%)
ZEROES:
---
MAX
14,536
95%
91
Q3
16
AVG
245
MEDIAN
10
Q1
7
5%
5
MIN
2
RANGE
14,534
IQR
9.00
STD
1,193
VAR
1.4M
KURT.
33.8
SKEW
5.62
SUM
1.2M
30
comp2_rate
VALUES:
116,669
(42%)
MISSING:
159,924
(58%)
DISTINCT:
3
(<1%)
31
comp2_inv
VALUES:
123,171
(45%)
MISSING:
153,422
(55%)
DISTINCT:
3
(<1%)
32
comp2_rate_percent_diff
VALUES:
35,734
(13%)
MISSING:
240,859
(87%)
DISTINCT:
262
(<1%)
ZEROES:
---
MAX
1,266
95%
56
Q3
23
AVG
20
MEDIAN
12
Q1
7
5%
3
MIN
2
RANGE
1,264
IQR
16.0
STD
30.9
VAR
954
KURT.
346
SKEW
13.7
SUM
711k
33
comp3_rate
VALUES:
90,152
(33%)
MISSING:
186,441
(67%)
DISTINCT:
3
(<1%)
34
comp3_inv
VALUES:
96,726
(35%)
MISSING:
179,867
(65%)
DISTINCT:
3
(<1%)
35
comp3_rate_percent_diff
VALUES:
30,827
(11%)
MISSING:
245,766
(89%)
DISTINCT:
241
(<1%)
ZEROES:
---
MAX
119k
95%
0k
Q3
0k
AVG
0k
MEDIAN
0k
Q1
0k
5%
0k
MIN
0k
RANGE
119k
IQR
14.0
STD
681
VAR
464k
KURT.
30,581
SKEW
175
SUM
711k
36
comp4_rate
VALUES:
17,690
(6%)
MISSING:
258,903
(94%)
DISTINCT:
3
(<1%)
37
comp4_inv
VALUES:
19,734
(7%)
MISSING:
256,859
(93%)
DISTINCT:
3
(<1%)
38
comp4_rate_percent_diff
VALUES:
7,683
(3%)
MISSING:
268,910
(97%)
DISTINCT:
180
(<1%)
ZEROES:
---
MAX
212k
95%
0k
Q3
0k
AVG
0k
MEDIAN
0k
Q1
0k
5%
0k
MIN
0k
RANGE
212k
IQR
13.0
STD
4,188
VAR
17.5M
KURT.
1,712
SKEW
40.4
SUM
1.0M
39
comp5_rate
VALUES:
127,409
(46%)
MISSING:
149,184
(54%)
DISTINCT:
3
(<1%)
40
comp5_inv
VALUES:
135,218
(49%)
MISSING:
141,375
(51%)
DISTINCT:
3
(<1%)
41
comp5_rate_percent_diff
VALUES:
51,095
(18%)
MISSING:
225,498
(82%)
DISTINCT:
243
(<1%)
ZEROES:
---
MAX
119k
95%
0k
Q3
0k
AVG
0k
MEDIAN
0k
Q1
0k
5%
0k
MIN
0k
RANGE
119k
IQR
15.0
STD
529
VAR
280k
KURT.
50,876
SKEW
225
SUM
1.1M
42
comp6_rate
VALUES:
15,469
(6%)
MISSING:
261,124
(94%)
DISTINCT:
3
(<1%)
43
comp6_inv
VALUES:
16,726
(6%)
MISSING:
259,867
(94%)
DISTINCT:
3
(<1%)
44
comp6_rate_percent_diff
VALUES:
6,159
(2%)
MISSING:
270,434
(98%)
DISTINCT:
155
(<1%)
ZEROES:
---
MAX
998
95%
51
Q3
20
AVG
18
MEDIAN
11
Q1
6
5%
2
MIN
2
RANGE
996
IQR
14.0
STD
28.3
VAR
801
KURT.
332
SKEW
13.2
SUM
111k
45
comp7_rate
VALUES:
20,501
(7%)
MISSING:
256,092
(93%)
DISTINCT:
3
(<1%)
46
comp7_inv
VALUES:
22,731
(8%)
MISSING:
253,862
(92%)
DISTINCT:
3
(<1%)
47
comp7_rate_percent_diff
VALUES:
9,228
(3%)
MISSING:
267,365
(97%)
DISTINCT:
210
(<1%)
ZEROES:
---
MAX
1,183
95%
56
Q3
22
AVG
21
MEDIAN
12
Q1
7
5%
3
MIN
2
RANGE
1,181
IQR
15.0
STD
47.9
VAR
2,292
KURT.
242
SKEW
13.6
SUM
197k
48
comp8_rate
VALUES:
110,677
(40%)
MISSING:
165,916
(60%)
DISTINCT:
3
(<1%)
49
comp8_inv
VALUES:
115,436
(42%)
MISSING:
161,157
(58%)
DISTINCT:
3
(<1%)
50
comp8_rate_percent_diff
VALUES:
38,180
(14%)
MISSING:
238,413
(86%)
DISTINCT:
195
(<1%)
ZEROES:
---
MAX
4,274
95%
42
Q3
19
AVG
16
MEDIAN
11
Q1
7
5%
3
MIN
2
RANGE
4,272
IQR
12.0
STD
30.6
VAR
936
KURT.
10,407
SKEW
81.7
SUM
619k
51
click_bool
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
52
gross_bookings_usd
VALUES:
276,592
(>99%)
MISSING:
1
(<1%)
DISTINCT:
85,420
(31%)
ZEROES:
52
(<1%)
MAX
168k
95%
1k
Q3
0k
AVG
0k
MEDIAN
0k
Q1
0k
5%
0k
MIN
0k
RANGE
168k
IQR
308
STD
801
VAR
642k
KURT.
15,851
SKEW
91.2
SUM
106.9M
53
booking_bool
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
1
(<1%)
54
year
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
55
month
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
56
day_of_month
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
31
(<1%)
ZEROES:
---
MAX
31.0
95%
29.0
Q3
23.0
MEDIAN
16.0
AVG
15.6
Q1
8.0
5%
2.0
MIN
1.0
RANGE
30.0
IQR
15.0
STD
8.69
VAR
75.4
KURT.
-1.18
SKEW
0.018
SUM
4.3M
57
hour
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
24
(<1%)
ZEROES:
4,214
(2%)
MAX
23.0
95%
22.0
Q3
18.0
MEDIAN
14.0
AVG
13.7
Q1
10.0
5%
5.0
MIN
0.0
RANGE
23.0
IQR
8.00
STD
5.39
VAR
29.1
KURT.
-0.515
SKEW
-0.323
SUM
3.8M
58
day_of_week
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
59
week
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
35
(<1%)
ZEROES:
---
MAX
52.0
95%
50.0
Q3
25.0
AVG
20.8
MEDIAN
18.0
Q1
10.0
5%
3.0
MIN
1.0
RANGE
51.0
IQR
15.0
STD
15.1
VAR
227
KURT.
-0.426
SKEW
0.856
SUM
5.8M
60
quarter
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
61
is_weekend
VALUES:
276,593
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
target
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
visitor_hist_starrating
1.00
visitor_hist_adr_usd
1.00
prop_review_score
1.00
prop_location_score1
1.00
prop_location_score2
1.00
prop_log_historical_price
1.00
position
1.00
price_usd
1.00
srch_length_of_stay
1.00
srch_booking_window
1.00
srch_adults_count
1.00
srch_children_count
1.00
srch_room_count
1.00
srch_query_affinity_score
1.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
0.00
site_id
0.00
visitor_location_country_id
0.00
prop_country_id
0.00
prop_id
0.00
prop_starrating
0.00
prop_brand_bool
0.00
promotion_flag
0.00
srch_destination_id
0.00
srch_saturday_night_bool
0.00
random_bool
0.00
comp1_rate
0.00
comp1_inv
0.00
comp2_rate
0.00
MOST FREQUENT VALUES
5
276,593
100.0%
SMALLEST VALUES
5
276,593
100.0%
LARGEST VALUES
5
276,593
100.0%
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
target
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
visitor_hist_starrating
1.00
visitor_hist_adr_usd
1.00
prop_review_score
1.00
prop_location_score1
1.00
prop_location_score2
1.00
prop_log_historical_price
1.00
position
1.00
price_usd
1.00
srch_length_of_stay
1.00
srch_booking_window
1.00
srch_adults_count
1.00
srch_children_count
1.00
srch_room_count
1.00
srch_query_affinity_score
1.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
0.00
site_id
0.00
visitor_location_country_id
0.00
prop_country_id
0.00
prop_id
0.00
prop_starrating
0.00
prop_brand_bool
0.00
promotion_flag
0.00
srch_destination_id
0.00
srch_saturday_night_bool
0.00
random_bool
0.00
comp1_rate
0.00
comp1_inv
0.00
comp2_rate
0.00
MOST FREQUENT VALUES
5
276,593
100.0%
SMALLEST VALUES
5
276,593
100.0%
LARGEST VALUES
5
276,593
100.0%
srch_id
MISSING:
---
TOP CATEGORIES
target
(avg)
665574
1
<1%
5.00
665534
1
<1%
5.00
665533
1
<1%
5.00
665532
1
<1%
5.00
665527
1
<1%
5.00
665526
1
<1%
5.00
665522
1
<1%
5.00
665516
1
<1%
5.00
665512
1
<1%
5.00
665510
1
<1%
5.00
665508
1
<1%
5.00
665505
1
<1%
5.00
665502
1
<1%
5.00
665500
1
<1%
5.00
665496
1
<1%
5.00
665490
1
<1%
5.00
665488
1
<1%
5.00
(Other)
276,576
>99%
5.00
ALL
276,593
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
srch_id
PROVIDES INFORMATION ON...
site_id
1.00
visitor_location_country_id
1.00
prop_country_id
1.00
prop_id
1.00
prop_starrating
1.00
prop_brand_bool
1.00
promotion_flag
1.00
srch_destination_id
1.00
srch_saturday_night_bool
1.00
random_bool
1.00
comp1_rate
1.00
comp1_inv
1.00
comp2_rate
1.00
comp2_inv
1.00

THESE FEATURES
GIVE INFORMATION
ON srch_id:
prop_id
0.82
srch_destination_id
0.65
month
0.17
prop_country_id
0.16
day_of_week
0.15
visitor_location_country_id
0.15
site_id
0.13
prop_starrating
0.10
quarter
0.08
srch_saturday_night_bool
0.06
is_weekend
0.05
prop_brand_bool
0.05
promotion_flag
0.05
year
0.04

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
CORRELATION RATIO WITH...
visitor_hist_starrating
1.00
visitor_hist_adr_usd
1.00
prop_review_score
1.00
prop_location_score1
1.00
prop_location_score2
1.00
prop_log_historical_price
1.00
position
1.00
price_usd
1.00
srch_length_of_stay
1.00
srch_booking_window
1.00
srch_adults_count
1.00
srch_children_count
1.00
srch_room_count
1.00
srch_query_affinity_score
1.00
site_id
MISSING:
---
TOP CATEGORIES
target
(avg)
5
173,575
63%
5.00
14
26,830
10%
5.00
15
17,451
6%
5.00
24
14,354
5%
5.00
32
9,098
3%
5.00
18
6,713
2%
5.00
16
4,494
2%
5.00
12
3,702
1%
5.00
22
2,247
<1%
5.00
7
2,237
<1%
5.00
31
2,188
<1%
5.00
9
1,934
<1%
5.00
11
1,886
<1%
5.00
19
1,706
<1%
5.00
29
1,572
<1%
5.00
26
882
<1%
5.00
23
658
<1%
5.00
(Other)
5,066
2%
5.00
ALL
276,593
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
site_id
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
visitor_location_country_id
0.66
prop_country_id
0.22
comp7_inv
0.15
comp4_inv
0.14
comp4_rate
0.13
comp7_rate
0.13
comp6_inv
0.13
srch_id
0.13
comp6_rate
0.11
prop_id
0.10
srch_destination_id
0.09
comp1_inv
0.05

THESE FEATURES
GIVE INFORMATION
ON site_id:
srch_id
1.00
visitor_location_country_id
0.79
prop_id
0.62
srch_destination_id
0.44
prop_country_id
0.28
comp7_inv
0.03
comp7_rate
0.03
comp4_inv
0.03
prop_starrating
0.03
comp4_rate
0.02
comp6_inv
0.02
comp6_rate
0.02
prop_brand_bool
0.01
comp8_rate
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
site_id
CORRELATION RATIO WITH...
orig_destination_distance
0.37
prop_location_score1
0.23
srch_booking_window
0.20
visitor_hist_starrating
0.13
hour
0.13
srch_length_of_stay
0.12
visitor_hist_adr_usd
0.11
prop_review_score
0.10
comp6_rate_percent_diff
0.09
comp7_rate_percent_diff
0.09
srch_adults_count
0.08
srch_query_affinity_score
0.08
gross_bookings_usd
0.08
comp8_rate_percent_diff
0.07
visitor_location_country_id
MISSING:
---
TOP CATEGORIES
target
(avg)
219
163,148
59%
5.00
100
27,742
10%
5.00
55
16,254
6%
5.00
216
12,987
5%
5.00
220
8,927
3%
5.00
129
6,607
2%
5.00
31
4,657
2%
5.00
99
3,550
1%
5.00
59
3,190
1%
5.00
92
2,556
<1%
5.00
103
1,938
<1%
5.00
158
1,881
<1%
5.00
132
1,724
<1%
5.00
117
1,495
<1%
5.00
50
1,036
<1%
5.00
39
1,023
<1%
5.00
215
885
<1%
5.00
(Other)
16,993
6%
5.00
ALL
276,593
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
visitor_location_country_id
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
site_id
0.79
prop_country_id
0.27
comp7_inv
0.20
comp4_inv
0.18
comp6_inv
0.18
comp7_rate
0.17
comp4_rate
0.17
comp6_rate
0.16
srch_id
0.15
prop_id
0.12
srch_destination_id
0.11
comp1_inv
0.08

THESE FEATURES
GIVE INFORMATION
ON visitor_location_country_id:
srch_id
1.00
site_id
0.66
prop_id
0.65
srch_destination_id
0.47
prop_country_id
0.29
comp7_inv
0.03
comp7_rate
0.03
prop_starrating
0.03
comp4_inv
0.03
comp4_rate
0.03
comp6_inv
0.02
comp6_rate
0.02
prop_brand_bool
0.01
comp8_rate
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
visitor_location_country_id
CORRELATION RATIO WITH...
orig_destination_distance
0.42
prop_location_score1
0.25
srch_booking_window
0.21
gross_bookings_usd
0.18
srch_length_of_stay
0.17
hour
0.16
visitor_hist_starrating
0.15
visitor_hist_adr_usd
0.13
comp6_rate_percent_diff
0.12
comp7_rate_percent_diff
0.12
price_usd
0.11
prop_review_score
0.10
comp1_rate_percent_diff
0.10
srch_query_affinity_score
0.09
visitor_hist_starrating
MISSING:
258,408
(93%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
visitor_hist_adr_usd
0.50
price_usd
0.36
orig_destination_distance
0.29
prop_location_score1
0.27
srch_query_affinity_score
0.14
prop_review_score
0.10
prop_log_historical_price
0.10
gross_bookings_usd
0.10
comp3_rate_percent_diff
0.09
srch_booking_window
0.08
srch_length_of_stay
0.08
comp6_rate_percent_diff
-0.07
comp2_rate_percent_diff
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.51
srch_destination_id
0.31
visitor_location_country_id
0.15
site_id
0.13
prop_country_id
0.11
prop_starrating
0.07
srch_saturday_night_bool
0.06
comp7_inv
0.06
comp7_rate
0.05
comp6_inv
0.05
comp6_rate
0.04
day_of_week
0.04
comp4_rate
0.03
MOST FREQUENT VALUES
4.0
1,641
9.0%
3.0
1,501
8.3%
3.5
1,085
6.0%
2.5
760
4.2%
2.0
644
3.5%
5.0
325
1.8%
4.5
311
1.7%
3.67
266
1.5%
3.25
246
1.4%
3.75
240
1.3%
3.33
202
1.1%
2.75
195
1.1%
3.83
178
1.0%
2.67
174
1.0%
3.17
157
0.9%
SMALLEST VALUES
1.0
4
<0.1%
1.41
1
<0.1%
1.5
30
0.2%
1.56
1
<0.1%
1.58
1
<0.1%
1.6
1
<0.1%
1.63
1
<0.1%
1.64
1
<0.1%
1.67
2
<0.1%
1.69
1
<0.1%
1.7
1
<0.1%
1.75
3
<0.1%
1.78
1
<0.1%
1.79
1
<0.1%
1.8
2
<0.1%
LARGEST VALUES
5.0
325
1.8%
4.97
2
<0.1%
4.96
1
<0.1%
4.95
1
<0.1%
4.94
7
<0.1%
4.93
6
<0.1%
4.92
1
<0.1%
4.91
1
<0.1%
4.9
2
<0.1%
4.89
3
<0.1%
4.88
4
<0.1%
4.87
3
<0.1%
4.86
8
<0.1%
4.85
1
<0.1%
4.84
3
<0.1%
visitor_hist_adr_usd
MISSING:
258,325
(93%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
visitor_hist_starrating
0.50
price_usd
0.40
orig_destination_distance
0.18
prop_location_score1
0.17
prop_review_score
0.12
gross_bookings_usd
0.12
srch_booking_window
0.11
srch_query_affinity_score
0.10
srch_length_of_stay
0.08
prop_log_historical_price
0.07
comp4_rate_percent_diff
-0.07
srch_children_count
0.06
comp6_rate_percent_diff
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.50
srch_destination_id
0.29
visitor_location_country_id
0.13
site_id
0.11
prop_country_id
0.10
prop_starrating
0.08
srch_saturday_night_bool
0.05
comp7_inv
0.04
comp7_rate
0.04
comp6_inv
0.04
day_of_week
0.04
comp6_rate
0.04
comp4_rate
0.02
MOST FREQUENT VALUES
128.34
28
0.2%
117.86
26
0.1%
117.68
26
0.1%
118.07
22
0.1%
117.3
16
<0.1%
116.19
15
<0.1%
113.11
15
<0.1%
135.15
14
<0.1%
65.0
14
<0.1%
112.9
13
<0.1%
119.52
13
<0.1%
150.54
12
<0.1%
117.74
12
<0.1%
113.41
11
<0.1%
173.0
11
<0.1%
SMALLEST VALUES
0.0
2
<0.1%
5.69
1
<0.1%
6.33
1
<0.1%
8.46
1
<0.1%
8.82
1
<0.1%
9.12
1
<0.1%
9.35
1
<0.1%
9.62
1
<0.1%
11.1
3
<0.1%
12.01
1
<0.1%
13.2
2
<0.1%
13.58
3
<0.1%
14.97
1
<0.1%
15.96
1
<0.1%
16.56
1
<0.1%
LARGEST VALUES
2768.93
1
<0.1%
2253.33
1
<0.1%
1958.7
1
<0.1%
1924.26
1
<0.1%
1763.74
1
<0.1%
1583.65
1
<0.1%
1445.24
1
<0.1%
1440.9
1
<0.1%
1410.4
1
<0.1%
1410.26
1
<0.1%
1353.09
1
<0.1%
1323.88
1
<0.1%
1268.05
1
<0.1%
1246.94
1
<0.1%
1197.16
1
<0.1%
prop_country_id
MISSING:
---
TOP CATEGORIES
target
(avg)
219
169,445
61%
5.00
100
18,748
7%
5.00
55
10,989
4%
5.00
31
7,885
3%
5.00
99
7,079
3%
5.00
129
5,569
2%
5.00
215
4,053
1%
5.00
216
3,947
1%
5.00
220
3,904
1%
5.00
59
3,186
1%
5.00
98
2,614
<1%
5.00
158
1,948
<1%
5.00
117
1,904
<1%
5.00
132
1,670
<1%
5.00
103
1,583
<1%
5.00
92
1,575
<1%
5.00
205
1,540
<1%
5.00
(Other)
28,954
10%
5.00
ALL
276,593
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
prop_country_id
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
comp7_inv
0.51
comp6_inv
0.46
comp7_rate
0.44
comp4_inv
0.41
comp6_rate
0.41
comp4_rate
0.39
comp1_inv
0.29
visitor_location_country_id
0.29
site_id
0.28
comp1_rate
0.27
srch_destination_id
0.25
prop_id
0.20

THESE FEATURES
GIVE INFORMATION
ON prop_country_id:
srch_id
1.00
prop_id
1.00
srch_destination_id
1.00
visitor_location_country_id
0.27
site_id
0.22
comp7_inv
0.08
comp7_rate
0.07
prop_starrating
0.06
comp4_inv
0.06
comp6_inv
0.06
comp4_rate
0.06
comp6_rate
0.05
prop_brand_bool
0.03
comp1_inv
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
prop_country_id
CORRELATION RATIO WITH...
prop_location_score1
0.34
orig_destination_distance
0.26
srch_length_of_stay
0.19
comp6_rate_percent_diff
0.18
srch_booking_window
0.18
comp7_rate_percent_diff
0.17
prop_review_score
0.15
gross_bookings_usd
0.15
comp2_rate_percent_diff
0.14
prop_location_score2
0.13
visitor_hist_starrating
0.11
comp8_rate_percent_diff
0.11
visitor_hist_adr_usd
0.10
comp1_rate_percent_diff
0.09
prop_id
MISSING:
---
TOP CATEGORIES
target
(avg)
116942
275
<1%
5.00
22578
267
<1%
5.00
53494
252
<1%
5.00
77089
248
<1%
5.00
37818
216
<1%
5.00
137997
200
<1%
5.00
104517
199
<1%
5.00
134154
198
<1%
5.00
34151
196
<1%
5.00
61529
194
<1%
5.00
53547
185
<1%
5.00
132210
177
<1%
5.00
98803
173
<1%
5.00
70177
169
<1%
5.00
37124
167
<1%
5.00
1230
166
<1%
5.00
53341
157
<1%
5.00
(Other)
273,154
99%
5.00
ALL
276,593
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
prop_id
PROVIDES INFORMATION ON...
prop_country_id
1.00
prop_starrating
1.00
prop_brand_bool
1.00
click_bool
1.00
booking_bool
1.00
srch_destination_id
0.91
srch_id
0.82
comp7_inv
0.78
comp6_inv
0.76
comp1_inv
0.76
comp4_inv
0.76
comp7_rate
0.74
comp6_rate
0.74
comp1_rate
0.74

THESE FEATURES
GIVE INFORMATION
ON prop_id:
srch_id
1.00
srch_destination_id
0.72
prop_country_id
0.20
prop_starrating
0.13
visitor_location_country_id
0.12
site_id
0.10
month
0.07
prop_brand_bool
0.06
day_of_week
0.06
promotion_flag
0.04
quarter
0.03
comp7_inv
0.02
comp7_rate
0.02
comp5_rate
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
prop_id
CORRELATION RATIO WITH...
prop_review_score
1.00
prop_location_score1
1.00
prop_location_score2
0.79
comp6_rate_percent_diff
0.67
position
0.63
comp2_rate_percent_diff
0.63
srch_length_of_stay
0.61
gross_bookings_usd
0.61
orig_destination_distance
0.59
comp7_rate_percent_diff
0.58
srch_booking_window
0.57
comp1_rate_percent_diff
0.55
prop_log_historical_price
0.53
srch_children_count
0.52
prop_starrating
MISSING:
---
TOP CATEGORIES
target
(avg)
3
109,049
39%
5.00
4
101,691
37%
5.00
2
38,892
14%
5.00
5
20,940
8%
5.00
0
5,582
2%
5.00
1
439
<1%
5.00
ALL
276,593
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
prop_starrating
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
prop_id
0.13
srch_id
0.10
comp4_inv
0.08
comp4_rate
0.08
prop_country_id
0.06
srch_destination_id
0.05
comp7_inv
0.05
comp6_inv
0.05
comp7_rate
0.05
comp6_rate
0.04
visitor_location_country_id
0.03
comp1_inv
0.03

THESE FEATURES
GIVE INFORMATION
ON prop_starrating:
srch_id
1.00
prop_id
1.00
srch_destination_id
0.32
prop_country_id
0.10
visitor_location_country_id
0.04
site_id
0.03
comp4_inv
0.02
comp4_rate
0.02
comp7_inv
0.01
comp7_rate
0.01
promotion_flag
0.01
comp6_inv
0.01
comp6_rate
0.01
comp8_rate
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
prop_starrating
CORRELATION RATIO WITH...
prop_location_score1
0.31
prop_review_score
0.30
gross_bookings_usd
0.20
prop_log_historical_price
0.16
orig_destination_distance
0.14
srch_length_of_stay
0.11
srch_booking_window
0.09
visitor_hist_adr_usd
0.08
position
0.07
visitor_hist_starrating
0.07
prop_location_score2
0.06
srch_query_affinity_score
0.06
srch_children_count
0.05
comp6_rate_percent_diff
0.04
prop_review_score
MISSING:
242
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
visitor_hist_adr_usd
0.12
visitor_hist_starrating
0.10
prop_log_historical_price
0.10
gross_bookings_usd
0.08
prop_location_score1
0.08
position
-0.04
srch_booking_window
0.04
comp6_rate_percent_diff
-0.03
srch_children_count
0.03
srch_query_affinity_score
0.03
prop_location_score2
0.02
srch_adults_count
0.02
comp2_rate_percent_diff
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
1.00
srch_destination_id
0.51
prop_starrating
0.30
prop_country_id
0.15
prop_brand_bool
0.14
visitor_location_country_id
0.10
site_id
0.10
month
0.05
quarter
0.04
comp7_rate
0.04
comp7_inv
0.03
comp6_rate
0.03
promotion_flag
0.03
MOST FREQUENT VALUES
4.0
100,490
36.4%
4.5
93,793
33.9%
3.5
43,717
15.8%
3.0
15,797
5.7%
5.0
9,808
3.5%
0.0
6,250
2.3%
2.5
4,635
1.7%
2.0
1,411
0.5%
1.5
239
<0.1%
1.0
211
<0.1%
SMALLEST VALUES
0.0
6,250
2.3%
1.0
211
<0.1%
1.5
239
<0.1%
2.0
1,411
0.5%
2.5
4,635
1.7%
3.0
15,797
5.7%
3.5
43,717
15.8%
4.0
100,490
36.4%
4.5
93,793
33.9%
5.0
9,808
3.5%
LARGEST VALUES
5.0
9,808
3.5%
4.5
93,793
33.9%
4.0
100,490
36.4%
3.5
43,717
15.8%
3.0
15,797
5.7%
2.5
4,635
1.7%
2.0
1,411
0.5%
1.5
239
<0.1%
1.0
211
<0.1%
0.0
6,250
2.3%
prop_brand_bool
MISSING:
---
TOP CATEGORIES
target
(avg)
1
183,690
66%
5.00
0
92,903
34%
5.00
ALL
276,593
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
prop_brand_bool
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
prop_id
0.06
srch_id
0.05
prop_country_id
0.03
srch_destination_id
0.02
comp4_inv
0.02
comp4_rate
0.02
comp1_rate
0.02
promotion_flag
0.02
comp1_inv
0.01
site_id
0.01
visitor_location_country_id
0.01
prop_starrating
0.00

THESE FEATURES
GIVE INFORMATION
ON prop_brand_bool:
srch_id
1.00
prop_id
1.00
srch_destination_id
0.31
prop_country_id
0.10
visitor_location_country_id
0.04
site_id
0.03
promotion_flag
0.02
comp4_inv
0.01
comp4_rate
0.01
prop_starrating
0.01
srch_saturday_night_bool
0.00
comp1_rate
0.00
comp1_inv
0.00
comp7_inv
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
prop_brand_bool
CORRELATION RATIO WITH...
prop_location_score1
0.18
prop_review_score
0.14
srch_length_of_stay
0.09
srch_booking_window
0.09
orig_destination_distance
0.09
prop_location_score2
0.05
srch_children_count
0.05
comp2_rate_percent_diff
0.04
gross_bookings_usd
0.03
comp6_rate_percent_diff
0.03
srch_room_count
0.03
position
0.03
hour
0.02
comp7_rate_percent_diff
0.02
prop_location_score1
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
visitor_hist_starrating
0.27
orig_destination_distance
0.23
visitor_hist_adr_usd
0.17
prop_location_score2
0.17
srch_length_of_stay
0.15
gross_bookings_usd
0.15
position
0.12
srch_booking_window
0.11
prop_log_historical_price
0.11
prop_review_score
0.08
srch_room_count
0.03
comp4_rate_percent_diff
0.03
comp6_rate_percent_diff
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
1.00
srch_destination_id
0.86
prop_country_id
0.34
prop_starrating
0.31
comp1_inv
0.27
comp1_rate
0.26
visitor_location_country_id
0.25
site_id
0.23
comp7_inv
0.18
prop_brand_bool
0.18
promotion_flag
0.18
comp7_rate
0.18
comp4_inv
0.17
MOST FREQUENT VALUES
0.6899999976158142
13,532
4.9%
0.0
13,042
4.7%
1.100000023841858
12,333
4.5%
1.6100000143051147
12,266
4.4%
1.3899999856948853
11,828
4.3%
1.7899999618530273
10,261
3.7%
1.9500000476837158
9,756
3.5%
2.0799999237060547
8,869
3.2%
2.200000047683716
8,401
3.0%
2.299999952316284
7,965
2.9%
2.4000000953674316
7,362
2.7%
2.559999942779541
6,620
2.4%
2.4800000190734863
6,193
2.2%
2.640000104904175
5,683
2.1%
2.7100000381469727
5,110
1.8%
SMALLEST VALUES
0.0
13,042
4.7%
0.6899999976158142
13,532
4.9%
1.100000023841858
12,333
4.5%
1.3899999856948853
11,828
4.3%
1.6100000143051147
12,266
4.4%
1.7899999618530273
10,261
3.7%
1.9500000476837158
9,756
3.5%
2.0799999237060547
8,869
3.2%
2.200000047683716
8,401
3.0%
2.299999952316284
7,965
2.9%
2.4000000953674316
7,362
2.7%
2.4800000190734863
6,193
2.2%
2.559999942779541
6,620
2.4%
2.640000104904175
5,683
2.1%
2.7100000381469727
5,110
1.8%
LARGEST VALUES
6.980000019073486
1
<0.1%
6.96999979019165
6
<0.1%
6.949999809265137
25
<0.1%
6.940000057220459
19
<0.1%
6.929999828338623
56
<0.1%
6.920000076293945
76
<0.1%
6.909999847412109
23
<0.1%
6.900000095367432
83
<0.1%
6.889999866485596
95
<0.1%
6.880000114440918
51
<0.1%
6.869999885559082
48
<0.1%
6.860000133514404
30
<0.1%
6.849999904632568
8
<0.1%
6.840000152587891
18
<0.1%
6.829999923706055
37
<0.1%
prop_location_score2
MISSING:
28,861
(10%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
position
-0.21
prop_location_score1
0.17
srch_children_count
-0.06
srch_query_affinity_score
0.06
srch_room_count
-0.04
comp2_rate_percent_diff
-0.03
comp1_rate_percent_diff
-0.02
srch_booking_window
0.02
prop_review_score
0.02
prop_log_historical_price
0.02
comp7_rate_percent_diff
0.02
orig_destination_distance
0.01
visitor_hist_adr_usd
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.79
srch_destination_id
0.78
prop_country_id
0.13
visitor_location_country_id
0.06
prop_starrating
0.06
site_id
0.06
prop_brand_bool
0.05
comp4_inv
0.03
month
0.02
comp4_rate
0.02
quarter
0.02
comp3_inv
0.02
comp1_rate
0.02
MOST FREQUENT VALUES
0.0
1,573
0.6%
0.09369999915361404
322
0.1%
0.21080000698566437
319
0.1%
0.2896000146865845
243
<0.1%
0.299699991941452
239
<0.1%
0.10429999977350235
238
<0.1%
0.16110000014305115
231
<0.1%
0.2572999894618988
227
<0.1%
0.15780000388622284
227
<0.1%
0.07150000333786011
226
<0.1%
0.022600000724196434
225
<0.1%
0.06350000202655792
219
<0.1%
0.23170000314712524
219
<0.1%
0.020099999383091927
210
<0.1%
0.011599999852478504
206
<0.1%
SMALLEST VALUES
0.0
1,573
0.6%
9.999999747378752e-05
88
<0.1%
0.00019999999494757503
95
<0.1%
0.0003000000142492354
100
<0.1%
0.00039999998989515007
117
<0.1%
0.0005000000237487257
148
<0.1%
0.0006000000284984708
135
<0.1%
0.000699999975040555
123
<0.1%
0.0007999999797903001
140
<0.1%
0.0008999999845400453
169
<0.1%
0.0010000000474974513
138
<0.1%
0.0010999999940395355
117
<0.1%
0.0012000000569969416
137
<0.1%
0.0013000000035390258
153
<0.1%
0.00139999995008111
137
<0.1%
LARGEST VALUES
1.0
26
<0.1%
0.9998999834060669
8
<0.1%
0.9998000264167786
8
<0.1%
0.9997000098228455
3
<0.1%
0.9995999932289124
2
<0.1%
0.9994999766349792
2
<0.1%
0.9994000196456909
1
<0.1%
0.9993000030517578
2
<0.1%
0.9991999864578247
5
<0.1%
0.9991000294685364
2
<0.1%
0.9990000128746033
2
<0.1%
0.9987999796867371
7
<0.1%
0.9983000159263611
4
<0.1%
0.998199999332428
12
<0.1%
0.9980999827384949
2
<0.1%
prop_log_historical_price
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
prop_location_score1
0.11
visitor_hist_starrating
0.10
prop_review_score
0.10
week
-0.10
comp1_rate_percent_diff
0.09
visitor_hist_adr_usd
0.07
srch_booking_window
0.07
gross_bookings_usd
0.07
orig_destination_distance
0.05
srch_children_count
-0.04
srch_length_of_stay
0.04
day_of_month
-0.04
srch_query_affinity_score
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
month
0.94
prop_id
0.53
quarter
0.46
srch_destination_id
0.34
year
0.20
prop_starrating
0.16
prop_country_id
0.08
visitor_location_country_id
0.06
site_id
0.05
comp4_inv
0.03
promotion_flag
0.03
comp4_rate
0.03
comp7_rate
0.03
MOST FREQUENT VALUES
0.0
39,983
14.5%
6.210000038146973
2,655
1.0%
4.980000019073486
2,174
0.8%
4.920000076293945
2,138
0.8%
5.019999980926514
2,126
0.8%
4.929999828338623
2,109
0.8%
5.070000171661377
2,103
0.8%
5.050000190734863
2,084
0.8%
5.010000228881836
2,068
0.7%
5.0
2,048
0.7%
5.03000020980835
2,037
0.7%
4.940000057220459
2,028
0.7%
4.960000038146973
2,014
0.7%
4.949999809265137
1,988
0.7%
5.139999866485596
1,982
0.7%
SMALLEST VALUES
0.0
39,983
14.5%
1.6100000143051147
9
<0.1%
2.25
1
<0.1%
2.450000047683716
1
<0.1%
2.5299999713897705
1
<0.1%
2.569999933242798
1
<0.1%
2.6600000858306885
1
<0.1%
2.690000057220459
1
<0.1%
2.75
1
<0.1%
2.7699999809265137
1
<0.1%
2.809999942779541
1
<0.1%
2.819999933242798
1
<0.1%
2.8299999237060547
1
<0.1%
2.869999885559082
1
<0.1%
2.880000114440918
1
<0.1%
LARGEST VALUES
6.210000038146973
2,655
1.0%
6.199999809265137
85
<0.1%
6.190000057220459
137
<0.1%
6.179999828338623
129
<0.1%
6.170000076293945
118
<0.1%
6.159999847412109
129
<0.1%
6.150000095367432
126
<0.1%
6.139999866485596
172
<0.1%
6.130000114440918
180
<0.1%
6.119999885559082
234
<0.1%
6.110000133514404
250
<0.1%
6.099999904632568
387
0.1%
6.090000152587891
196
<0.1%
6.079999923706055
255
<0.1%
6.070000171661377
192
<0.1%
position
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
prop_location_score2
-0.21
prop_location_score1
0.12
srch_query_affinity_score
-0.06
prop_review_score
-0.04
comp2_rate_percent_diff
-0.03
srch_length_of_stay
0.03
srch_children_count
-0.03
srch_room_count
-0.03
comp7_rate_percent_diff
-0.03
comp8_rate_percent_diff
-0.02
comp1_rate_percent_diff
-0.02
srch_booking_window
-0.01
visitor_hist_adr_usd
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.63
srch_destination_id
0.36
promotion_flag
0.08
prop_country_id
0.07
prop_starrating
0.07
random_bool
0.06
visitor_location_country_id
0.05
site_id
0.04
prop_brand_bool
0.03
comp1_inv
0.03
comp1_rate
0.02
comp4_inv
0.02
comp4_rate
0.02
MOST FREQUENT VALUES
1
56,353
20.4%
2
37,723
13.6%
3
28,567
10.3%
4
22,259
8.0%
6
17,921
6.5%
7
14,542
5.3%
8
12,197
4.4%
9
10,168
3.7%
10
8,871
3.2%
12
7,678
2.8%
13
6,643
2.4%
14
5,874
2.1%
15
5,371
1.9%
16
4,603
1.7%
18
4,187
1.5%
SMALLEST VALUES
1
56,353
20.4%
2
37,723
13.6%
3
28,567
10.3%
4
22,259
8.0%
5
213
<0.1%
6
17,921
6.5%
7
14,542
5.3%
8
12,197
4.4%
9
10,168
3.7%
10
8,871
3.2%
11
72
<0.1%
12
7,678
2.8%
13
6,643
2.4%
14
5,874
2.1%
15
5,371
1.9%
LARGEST VALUES
40
1
<0.1%
39
14
<0.1%
38
105
<0.1%
37
344
0.1%
36
626
0.2%
35
824
0.3%
34
1,024
0.4%
33
1,118
0.4%
32
1,186
0.4%
31
1,373
0.5%
30
1,435
0.5%
29
1,553
0.6%
28
1,780
0.6%
27
1,988
0.7%
26
2,157
0.8%
price_usd
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
visitor_hist_adr_usd
0.40
visitor_hist_starrating
0.36
comp1_rate_percent_diff
-0.03
srch_query_affinity_score
0.01
comp6_rate_percent_diff
0.01
comp8_rate_percent_diff
0.01
orig_destination_distance
0.01
gross_bookings_usd
0.01
prop_review_score
0.00
srch_adults_count
0.00
day_of_month
-0.00
comp2_rate_percent_diff
-0.00
srch_length_of_stay
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.44
srch_destination_id
0.25
visitor_location_country_id
0.11
prop_country_id
0.03
comp4_inv
0.03
comp2_inv
0.01
comp3_inv
0.01
prop_starrating
0.01
comp8_inv
0.01
site_id
0.01
day_of_week
0.01
month
0.00
comp4_rate
0.00
MOST FREQUENT VALUES
99.0
5,545
2.0%
89.0
4,847
1.8%
109.0
4,374
1.6%
119.0
4,236
1.5%
79.0
3,619
1.3%
129.0
3,499
1.3%
139.0
3,155
1.1%
80.0
2,577
0.9%
149.0
2,553
0.9%
159.0
2,488
0.9%
69.0
2,365
0.9%
90.0
2,307
0.8%
59.0
2,179
0.8%
169.0
2,147
0.8%
85.0
2,088
0.8%
SMALLEST VALUES
0.0
3
<0.1%
0.009999999776482582
5
<0.1%
0.05000000074505806
2
<0.1%
0.05999999865889549
2
<0.1%
0.07000000029802322
2
<0.1%
0.07999999821186066
2
<0.1%
0.09000000357627869
4
<0.1%
0.10000000149011612
3
<0.1%
0.10999999940395355
2
<0.1%
0.11999999731779099
2
<0.1%
0.12999999523162842
1
<0.1%
0.14000000059604645
1
<0.1%
0.15000000596046448
1
<0.1%
0.1599999964237213
2
<0.1%
0.17000000178813934
4
<0.1%
LARGEST VALUES
3779565.0
1
<0.1%
3272895.5
1
<0.1%
3076364.0
1
<0.1%
2817430.0
1
<0.1%
1347849.0
1
<0.1%
857783.75
1
<0.1%
658428.0
1
<0.1%
654600.0
1
<0.1%
613529.0
1
<0.1%
332239.09375
1
<0.1%
305782.0
1
<0.1%
276436.1875
1
<0.1%
241367.5625
1
<0.1%
226179.0
1
<0.1%
206768.765625
1
<0.1%
promotion_flag
MISSING:
---
TOP CATEGORIES
target
(avg)
0
192,672
70%
5.00
1
83,921
30%
5.00
ALL
276,593
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
promotion_flag
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
srch_id
0.05
prop_id
0.04
comp2_rate
0.03
comp8_rate
0.02
comp3_rate
0.02
comp4_rate
0.02
comp5_rate
0.02
comp4_inv
0.02
prop_brand_bool
0.02
srch_destination_id
0.01
prop_starrating
0.01
comp1_rate
0.01

THESE FEATURES
GIVE INFORMATION
ON promotion_flag:
srch_id
1.00
prop_id
0.63
srch_destination_id
0.19
prop_country_id
0.03
prop_starrating
0.02
comp2_rate
0.02
prop_brand_bool
0.02
comp8_rate
0.01
comp5_rate
0.01
site_id
0.01
comp3_rate
0.01
visitor_location_country_id
0.01
comp4_rate
0.01
comp4_inv
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
promotion_flag
CORRELATION RATIO WITH...
prop_location_score1
0.18
srch_length_of_stay
0.15
comp2_rate_percent_diff
0.11
position
0.08
comp8_rate_percent_diff
0.07
gross_bookings_usd
0.05
orig_destination_distance
0.05
prop_log_historical_price
0.03
prop_review_score
0.03
srch_children_count
0.02
visitor_hist_starrating
0.02
comp6_rate_percent_diff
0.02
visitor_hist_adr_usd
0.02
srch_query_affinity_score
0.02
srch_destination_id
MISSING:
---
TOP CATEGORIES
target
(avg)
8192
3,105
1%
5.00
4562
2,537
<1%
5.00
9402
2,009
<1%
5.00
10979
1,616
<1%
5.00
13292
1,371
<1%
5.00
18774
1,364
<1%
5.00
8347
1,363
<1%
5.00
13870
1,325
<1%
5.00
23904
1,234
<1%
5.00
13216
1,150
<1%
5.00
3073
1,092
<1%
5.00
15307
1,085
<1%
5.00
6948
988
<1%
5.00
5143
984
<1%
5.00
21871
983
<1%
5.00
15122
981
<1%
5.00
24700
963
<1%
5.00
(Other)
252,443
91%
5.00
ALL
276,593
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
srch_destination_id
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
prop_country_id
1.00
prop_id
0.72
comp1_inv
0.65
srch_id
0.65
comp4_inv
0.63
comp7_inv
0.60
comp1_rate
0.59
comp6_inv
0.58
comp4_rate
0.57
comp7_rate
0.54
comp6_rate
0.53
visitor_location_country_id
0.47

THESE FEATURES
GIVE INFORMATION
ON srch_destination_id:
srch_id
1.00
prop_id
0.91
prop_country_id
0.25
visitor_location_country_id
0.11
site_id
0.09
prop_starrating
0.05
month
0.03
day_of_week
0.02
prop_brand_bool
0.02
comp7_inv
0.02
comp4_inv
0.02
comp7_rate
0.02
comp4_rate
0.02
comp6_inv
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_destination_id
CORRELATION RATIO WITH...
prop_location_score1
0.86
prop_location_score2
0.78
prop_review_score
0.51
srch_query_affinity_score
0.46
srch_length_of_stay
0.44
orig_destination_distance
0.42
comp7_rate_percent_diff
0.40
srch_booking_window
0.38
position
0.36
gross_bookings_usd
0.35
prop_log_historical_price
0.34
srch_children_count
0.34
comp6_rate_percent_diff
0.32
comp2_rate_percent_diff
0.31
srch_length_of_stay
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
gross_bookings_usd
0.45
orig_destination_distance
0.21
srch_booking_window
0.18
prop_location_score1
0.15
visitor_hist_adr_usd
0.08
visitor_hist_starrating
0.08
prop_log_historical_price
0.04
position
0.03
srch_children_count
0.02
comp1_rate_percent_diff
-0.02
comp6_rate_percent_diff
0.02
week
-0.02
comp4_rate_percent_diff
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.61
srch_destination_id
0.44
srch_saturday_night_bool
0.24
prop_country_id
0.19
visitor_location_country_id
0.17
promotion_flag
0.15
site_id
0.12
prop_starrating
0.11
prop_brand_bool
0.09
comp4_inv
0.05
comp4_rate
0.05
comp1_inv
0.05
comp1_rate
0.05
MOST FREQUENT VALUES
1
135,857
49.1%
2
67,786
24.5%
3
35,842
13.0%
4
17,443
6.3%
5
8,273
3.0%
6
4,110
1.5%
7
3,588
1.3%
8
1,149
0.4%
9
703
0.3%
10
526
0.2%
11
285
0.1%
14
244
<0.1%
12
218
<0.1%
13
162
<0.1%
15
87
<0.1%
SMALLEST VALUES
1
135,857
49.1%
2
67,786
24.5%
3
35,842
13.0%
4
17,443
6.3%
5
8,273
3.0%
6
4,110
1.5%
7
3,588
1.3%
8
1,149
0.4%
9
703
0.3%
10
526
0.2%
11
285
0.1%
12
218
<0.1%
13
162
<0.1%
14
244
<0.1%
15
87
<0.1%
LARGEST VALUES
33
1
<0.1%
32
1
<0.1%
30
3
<0.1%
29
1
<0.1%
28
26
<0.1%
27
10
<0.1%
26
3
<0.1%
25
13
<0.1%
24
11
<0.1%
23
11
<0.1%
22
11
<0.1%
21
39
<0.1%
20
28
<0.1%
19
32
<0.1%
18
28
<0.1%
srch_booking_window
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
orig_destination_distance
0.31
srch_length_of_stay
0.18
gross_bookings_usd
0.14
srch_adults_count
0.12
prop_location_score1
0.11
visitor_hist_adr_usd
0.11
week
-0.09
visitor_hist_starrating
0.08
prop_log_historical_price
0.07
srch_children_count
0.06
hour
0.05
srch_room_count
0.05
prop_review_score
0.04

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.57
srch_destination_id
0.38
visitor_location_country_id
0.21
site_id
0.20
prop_country_id
0.18
comp8_rate
0.14
comp5_rate
0.12
comp3_rate
0.11
comp2_rate
0.11
month
0.10
prop_brand_bool
0.09
prop_starrating
0.09
quarter
0.09
MOST FREQUENT VALUES
1
24,506
8.9%
0
19,161
6.9%
2
15,524
5.6%
3
12,900
4.7%
4
11,078
4.0%
5
9,656
3.5%
6
8,456
3.1%
7
7,459
2.7%
8
6,643
2.4%
9
5,985
2.2%
10
5,529
2.0%
11
5,191
1.9%
12
4,714
1.7%
13
4,339
1.6%
14
4,195
1.5%
SMALLEST VALUES
0
19,161
6.9%
1
24,506
8.9%
2
15,524
5.6%
3
12,900
4.7%
4
11,078
4.0%
5
9,656
3.5%
6
8,456
3.1%
7
7,459
2.7%
8
6,643
2.4%
9
5,985
2.2%
10
5,529
2.0%
11
5,191
1.9%
12
4,714
1.7%
13
4,339
1.6%
14
4,195
1.5%
LARGEST VALUES
482
1
<0.1%
480
1
<0.1%
478
1
<0.1%
472
1
<0.1%
463
1
<0.1%
460
1
<0.1%
455
1
<0.1%
449
1
<0.1%
448
1
<0.1%
443
1
<0.1%
441
1
<0.1%
438
2
<0.1%
435
1
<0.1%
428
1
<0.1%
422
1
<0.1%
srch_adults_count
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
srch_room_count
0.44
srch_booking_window
0.12
gross_bookings_usd
0.10
srch_children_count
0.10
hour
0.04
comp1_rate_percent_diff
-0.03
comp6_rate_percent_diff
-0.02
visitor_hist_adr_usd
0.02
orig_destination_distance
-0.02
visitor_hist_starrating
-0.02
prop_review_score
0.02
prop_log_historical_price
-0.01
comp7_rate_percent_diff
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.49
srch_destination_id
0.31
prop_country_id
0.09
visitor_location_country_id
0.09
srch_saturday_night_bool
0.08
site_id
0.08
comp7_inv
0.05
comp7_rate
0.04
comp4_inv
0.04
comp4_rate
0.04
comp6_inv
0.04
day_of_week
0.04
comp6_rate
0.04
MOST FREQUENT VALUES
2
171,991
62.2%
1
73,258
26.5%
3
13,651
4.9%
4
13,455
4.9%
6
1,786
0.6%
5
1,527
0.6%
8
566
0.2%
7
287
0.1%
9
72
<0.1%
SMALLEST VALUES
1
73,258
26.5%
2
171,991
62.2%
3
13,651
4.9%
4
13,455
4.9%
5
1,527
0.6%
6
1,786
0.6%
7
287
0.1%
8
566
0.2%
9
72
<0.1%
LARGEST VALUES
9
72
<0.1%
8
566
0.2%
7
287
0.1%
6
1,786
0.6%
5
1,527
0.6%
4
13,455
4.9%
3
13,651
4.9%
2
171,991
62.2%
1
73,258
26.5%
srch_children_count
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
srch_room_count
0.14
srch_adults_count
0.10
prop_location_score2
-0.06
srch_booking_window
0.06
visitor_hist_adr_usd
0.06
srch_query_affinity_score
-0.05
gross_bookings_usd
0.05
prop_log_historical_price
-0.04
visitor_hist_starrating
0.04
position
-0.03
prop_review_score
0.03
hour
0.03
week
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.52
srch_destination_id
0.34
prop_country_id
0.09
month
0.09
visitor_location_country_id
0.07
site_id
0.07
quarter
0.06
year
0.05
prop_starrating
0.05
prop_brand_bool
0.05
comp7_inv
0.04
comp4_inv
0.04
comp7_rate
0.04
MOST FREQUENT VALUES
0
208,398
75.3%
1
41,967
15.2%
2
21,320
7.7%
3
3,410
1.2%
4
1,165
0.4%
5
167
<0.1%
6
112
<0.1%
8
27
<0.1%
7
23
<0.1%
9
4
<0.1%
SMALLEST VALUES
0
208,398
75.3%
1
41,967
15.2%
2
21,320
7.7%
3
3,410
1.2%
4
1,165
0.4%
5
167
<0.1%
6
112
<0.1%
7
23
<0.1%
8
27
<0.1%
9
4
<0.1%
LARGEST VALUES
9
4
<0.1%
8
27
<0.1%
7
23
<0.1%
6
112
<0.1%
5
167
<0.1%
4
1,165
0.4%
3
3,410
1.2%
2
21,320
7.7%
1
41,967
15.2%
0
208,398
75.3%
srch_room_count
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
srch_adults_count
0.44
gross_bookings_usd
0.15
srch_children_count
0.14
srch_booking_window
0.05
prop_location_score2
-0.04
orig_destination_distance
0.03
comp1_rate_percent_diff
0.03
prop_location_score1
0.03
position
-0.03
comp6_rate_percent_diff
-0.03
srch_query_affinity_score
-0.03
visitor_hist_starrating
0.02
week
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.47
srch_destination_id
0.27
visitor_location_country_id
0.08
site_id
0.06
prop_country_id
0.06
prop_starrating
0.04
comp7_inv
0.03
prop_brand_bool
0.03
comp7_rate
0.03
comp6_rate
0.03
comp6_inv
0.03
day_of_week
0.02
month
0.02
MOST FREQUENT VALUES
1
247,113
89.3%
2
25,329
9.2%
3
2,781
1.0%
4
763
0.3%
5
263
<0.1%
6
137
<0.1%
8
128
<0.1%
7
79
<0.1%
SMALLEST VALUES
1
247,113
89.3%
2
25,329
9.2%
3
2,781
1.0%
4
763
0.3%
5
263
<0.1%
6
137
<0.1%
7
79
<0.1%
8
128
<0.1%
LARGEST VALUES
8
128
<0.1%
7
79
<0.1%
6
137
<0.1%
5
263
<0.1%
4
763
0.3%
3
2,781
1.0%
2
25,329
9.2%
1
247,113
89.3%
srch_saturday_night_bool
MISSING:
---
TOP CATEGORIES
target
(avg)
1
142,867
52%
5.00
0
133,726
48%
5.00
ALL
276,593
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
srch_saturday_night_bool
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
srch_id
0.06
prop_id
0.02
srch_destination_id
0.01
comp8_inv
0.00
prop_brand_bool
0.00
prop_country_id
0.00
visitor_location_country_id
0.00
site_id
0.00
day_of_week
0.00
promotion_flag
0.00
comp8_rate
0.00
comp3_inv
0.00

THESE FEATURES
GIVE INFORMATION
ON srch_saturday_night_bool:
srch_id
1.00
prop_id
0.23
srch_destination_id
0.09
prop_country_id
0.01
visitor_location_country_id
0.01
day_of_week
0.01
site_id
0.01
prop_brand_bool
0.00
promotion_flag
0.00
prop_starrating
0.00
comp8_rate
0.00
month
0.00
comp4_inv
0.00
comp4_rate
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_saturday_night_bool
CORRELATION RATIO WITH...
srch_length_of_stay
0.24
gross_bookings_usd
0.11
orig_destination_distance
0.09
srch_adults_count
0.08
visitor_hist_starrating
0.06
prop_location_score1
0.05
visitor_hist_adr_usd
0.05
srch_booking_window
0.03
srch_query_affinity_score
0.03
comp8_rate_percent_diff
0.03
week
0.02
hour
0.02
srch_room_count
0.02
prop_review_score
0.02
srch_query_affinity_score
MISSING:
254,917
(92%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
visitor_hist_starrating
0.14
visitor_hist_adr_usd
0.10
comp6_rate_percent_diff
0.08
prop_location_score2
0.06
position
-0.06
srch_children_count
-0.05
comp2_rate_percent_diff
0.04
comp4_rate_percent_diff
0.04
comp7_rate_percent_diff
0.04
orig_destination_distance
-0.03
comp1_rate_percent_diff
0.03
prop_log_historical_price
0.03
comp3_rate_percent_diff
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.48
srch_destination_id
0.46
visitor_location_country_id
0.09
site_id
0.08
prop_country_id
0.07
prop_starrating
0.06
comp7_inv
0.03
comp7_rate
0.03
srch_saturday_night_bool
0.03
comp4_inv
0.03
comp6_inv
0.03
comp4_rate
0.03
month
0.03
MOST FREQUENT VALUES
-6.5074
11
<0.1%
-5.3718
11
<0.1%
-5.6228
11
<0.1%
-5.6623
10
<0.1%
-5.7293
10
<0.1%
-5.7541
9
<0.1%
-5.8085
9
<0.1%
-5.5374
9
<0.1%
-6.1394
8
<0.1%
-6.0815
8
<0.1%
-5.6835
8
<0.1%
-5.3825
8
<0.1%
-5.5866
8
<0.1%
-6.6242
8
<0.1%
-5.4282
7
<0.1%
SMALLEST VALUES
-323.9768
1
<0.1%
-250.7864
1
<0.1%
-236.7108
1
<0.1%
-235.2853
1
<0.1%
-226.3857
1
<0.1%
-181.212
1
<0.1%
-175.5192
1
<0.1%
-174.5736
1
<0.1%
-168.719
1
<0.1%
-161.0554
1
<0.1%
-151.8227
1
<0.1%
-149.1213
1
<0.1%
-148.625
1
<0.1%
-145.5014
1
<0.1%
-143.26
1
<0.1%
LARGEST VALUES
-2.9682
1
<0.1%
-3.2102
1
<0.1%
-3.2767
1
<0.1%
-3.3434
1
<0.1%
-3.3635
1
<0.1%
-3.3704
1
<0.1%
-3.417
1
<0.1%
-3.4251
1
<0.1%
-3.4484
1
<0.1%
-3.457
1
<0.1%
-3.4964
1
<0.1%
-3.5163
1
<0.1%
-3.519
1
<0.1%
-3.5229
1
<0.1%
-3.5611
1
<0.1%
orig_destination_distance
MISSING:
89,344
(32%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
srch_booking_window
0.31
visitor_hist_starrating
0.29
prop_location_score1
0.23
srch_length_of_stay
0.21
gross_bookings_usd
0.18
visitor_hist_adr_usd
0.18
prop_log_historical_price
0.05
comp2_rate_percent_diff
0.04
comp6_rate_percent_diff
-0.04
srch_query_affinity_score
-0.03
srch_room_count
0.03
comp4_rate_percent_diff
-0.03
comp1_rate_percent_diff
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.59
srch_destination_id
0.42
visitor_location_country_id
0.42
site_id
0.37
prop_country_id
0.26
prop_starrating
0.14
srch_saturday_night_bool
0.09
prop_brand_bool
0.09
comp4_rate
0.07
comp4_inv
0.07
comp8_rate
0.07
comp7_inv
0.05
comp7_rate
0.05
MOST FREQUENT VALUES
65.01000213623047
48
<0.1%
0.14000000059604645
44
<0.1%
0.23999999463558197
44
<0.1%
0.6700000166893005
42
<0.1%
0.38999998569488525
41
<0.1%
0.5099999904632568
40
<0.1%
0.30000001192092896
39
<0.1%
0.5199999809265137
36
<0.1%
0.4099999964237213
36
<0.1%
0.2199999988079071
35
<0.1%
0.36000001430511475
35
<0.1%
0.47999998927116394
35
<0.1%
0.33000001311302185
34
<0.1%
0.05999999865889549
34
<0.1%
0.5899999737739563
34
<0.1%
SMALLEST VALUES
0.009999999776482582
33
<0.1%
0.019999999552965164
7
<0.1%
0.029999999329447746
14
<0.1%
0.03999999910593033
13
<0.1%
0.05000000074505806
11
<0.1%
0.05999999865889549
34
<0.1%
0.07000000029802322
18
<0.1%
0.07999999821186066
29
<0.1%
0.09000000357627869
10
<0.1%
0.10000000149011612
19
<0.1%
0.10999999940395355
27
<0.1%
0.11999999731779099
19
<0.1%
0.12999999523162842
21
<0.1%
0.14000000059604645
44
<0.1%
0.15000000596046448
24
<0.1%
LARGEST VALUES
11684.41015625
1
<0.1%
11678.9501953125
1
<0.1%
11635.490234375
1
<0.1%
11635.4296875
1
<0.1%
11635.349609375
1
<0.1%
11632.6298828125
1
<0.1%
11632.5498046875
1
<0.1%
11632.169921875
1
<0.1%
11631.990234375
1
<0.1%
11631.9296875
1
<0.1%
11631.7802734375
1
<0.1%
11631.73046875
1
<0.1%
11631.7001953125
1
<0.1%
11631.2001953125
1
<0.1%
11631.1396484375
1
<0.1%
random_bool
MISSING:
---
TOP CATEGORIES
target
(avg)
0
260,748
94%
5.00
1
15,845
6%
5.00
ALL
276,593
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
random_bool
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
srch_id
0.02
prop_id
0.01
srch_destination_id
0.00
promotion_flag
0.00
site_id
0.00
visitor_location_country_id
0.00
prop_country_id
0.00
comp4_inv
0.00
comp4_rate
0.00
prop_starrating
0.00
comp1_inv
0.00
comp1_rate
0.00

THESE FEATURES
GIVE INFORMATION
ON random_bool:
srch_id
1.00
prop_id
0.35
srch_destination_id
0.13
visitor_location_country_id
0.00
site_id
0.00
prop_country_id
0.00
promotion_flag
0.00
prop_starrating
0.00
prop_brand_bool
0.00
comp4_inv
0.00
comp4_rate
0.00
comp5_rate
0.00
comp6_rate
0.00
day_of_week
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
random_bool
CORRELATION RATIO WITH...
position
0.06
prop_location_score1
0.02
prop_location_score2
0.01
prop_review_score
0.01
srch_room_count
0.01
orig_destination_distance
0.01
srch_query_affinity_score
0.00
srch_booking_window
0.00
visitor_hist_starrating
0.00
srch_length_of_stay
0.00
prop_log_historical_price
0.00
comp2_rate_percent_diff
0.00
week
0.00
srch_adults_count
0.00
comp1_rate
MISSING:
270,380
(98%)
TOP CATEGORIES
target
(avg)
1
3,671
59%
5.00
0
2,157
35%
5.00
-1
385
6%
5.00
ALL
6,213
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
comp1_rate
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
comp1_inv
0.88
comp6_inv
0.08
comp6_rate
0.07
comp7_inv
0.07
comp7_rate
0.06
prop_country_id
0.02
srch_id
0.01
srch_destination_id
0.01
prop_id
0.01
comp5_rate
0.01
comp4_rate
0.01
visitor_location_country_id
0.00

THESE FEATURES
GIVE INFORMATION
ON comp1_rate:
srch_id
1.00
comp1_inv
0.82
prop_id
0.74
srch_destination_id
0.59
prop_country_id
0.27
comp7_inv
0.17
comp7_rate
0.17
comp6_inv
0.15
comp6_rate
0.15
visitor_location_country_id
0.07
site_id
0.05
comp5_rate
0.03
prop_starrating
0.03
month
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
comp1_rate
CORRELATION RATIO WITH...
prop_location_score1
0.26
comp1_rate_percent_diff
0.18
comp6_rate_percent_diff
0.10
comp7_rate_percent_diff
0.08
gross_bookings_usd
0.06
srch_length_of_stay
0.05
orig_destination_distance
0.04
position
0.02
prop_log_historical_price
0.02
week
0.02
prop_location_score2
0.02
comp2_rate_percent_diff
0.02
srch_room_count
0.02
visitor_hist_adr_usd
0.02
comp1_inv
MISSING:
270,009
(98%)
TOP CATEGORIES
target
(avg)
0
6,218
94%
5.00
1
268
4%
5.00
-1
98
1%
5.00
ALL
6,584
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
comp1_inv
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
comp1_rate
0.82
comp6_inv
0.08
comp7_inv
0.07
comp6_rate
0.07
comp7_rate
0.06
prop_country_id
0.02
comp5_inv
0.02
srch_destination_id
0.01
srch_id
0.01
prop_id
0.01
visitor_location_country_id
0.00
site_id
0.00

THESE FEATURES
GIVE INFORMATION
ON comp1_inv:
srch_id
1.00
comp1_rate
0.88
prop_id
0.76
srch_destination_id
0.65
prop_country_id
0.29
comp7_inv
0.19
comp7_rate
0.17
comp6_inv
0.17
comp6_rate
0.16
visitor_location_country_id
0.08
site_id
0.05
prop_starrating
0.03
month
0.02
comp5_inv
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
comp1_inv
CORRELATION RATIO WITH...
prop_location_score1
0.27
comp1_rate_percent_diff
0.18
comp6_rate_percent_diff
0.10
comp7_rate_percent_diff
0.08
gross_bookings_usd
0.06
srch_length_of_stay
0.05
orig_destination_distance
0.04
position
0.03
week
0.02
comp2_rate_percent_diff
0.02
srch_booking_window
0.02
srch_adults_count
0.02
srch_room_count
0.02
prop_location_score2
0.02
comp1_rate_percent_diff
MISSING:
271,674
(98%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
comp2_rate_percent_diff
0.64
comp4_rate_percent_diff
0.29
prop_log_historical_price
0.09
day_of_month
-0.09
comp5_rate_percent_diff
0.07
srch_query_affinity_score
0.03
srch_room_count
0.03
hour
0.03
comp6_rate_percent_diff
0.03
orig_destination_distance
-0.03
srch_adults_count
-0.03
price_usd
-0.03
srch_length_of_stay
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.55
srch_destination_id
0.23
comp1_rate
0.18
comp1_inv
0.18
visitor_location_country_id
0.10
prop_country_id
0.09
comp6_rate
0.08
comp6_inv
0.07
comp7_rate
0.07
comp7_inv
0.07
site_id
0.05
month
0.05
quarter
0.02
MOST FREQUENT VALUES
9.0
629
12.8%
6.0
563
11.4%
7.0
473
9.6%
10.0
455
9.2%
16.0
395
8.0%
15.0
319
6.5%
11.0
198
4.0%
5.0
174
3.5%
14.0
135
2.7%
17.0
113
2.3%
12.0
106
2.2%
8.0
102
2.1%
18.0
81
1.6%
20.0
73
1.5%
4.0
71
1.4%
SMALLEST VALUES
2.0
68
1.4%
3.0
55
1.1%
4.0
71
1.4%
5.0
174
3.5%
6.0
563
11.4%
7.0
473
9.6%
8.0
102
2.1%
9.0
629
12.8%
10.0
455
9.2%
11.0
198
4.0%
12.0
106
2.2%
13.0
66
1.3%
14.0
135
2.7%
15.0
319
6.5%
16.0
395
8.0%
LARGEST VALUES
14536.0
1
<0.1%
12627.0
1
<0.1%
11901.0
1
<0.1%
11847.0
2
<0.1%
11155.0
1
<0.1%
10459.0
1
<0.1%
9345.0
1
<0.1%
9170.0
1
<0.1%
8793.0
1
<0.1%
8554.0
1
<0.1%
8259.0
1
<0.1%
7998.0
1
<0.1%
7842.0
1
<0.1%
7727.0
1
<0.1%
7650.0
1
<0.1%
comp2_rate
MISSING:
159,924
(58%)
TOP CATEGORIES
target
(avg)
0.0
90,696
78%
5.00
1.0
18,030
15%
5.00
-1.0
7,943
7%
5.00
ALL
116,669
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
comp2_rate
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
comp3_rate
0.16
comp8_rate
0.14
comp5_rate
0.05
srch_id
0.03
comp4_rate
0.03
comp4_inv
0.02
prop_id
0.02
comp7_inv
0.02
promotion_flag
0.02
comp7_rate
0.02
comp6_inv
0.01
comp6_rate
0.01

THESE FEATURES
GIVE INFORMATION
ON comp2_rate:
srch_id
1.00
prop_id
0.52
srch_destination_id
0.20
comp8_rate
0.14
comp3_rate
0.14
comp5_rate
0.07
prop_country_id
0.07
promotion_flag
0.03
comp4_rate
0.02
visitor_location_country_id
0.02
site_id
0.02
comp4_inv
0.02
comp7_inv
0.01
comp7_rate
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
comp2_rate
CORRELATION RATIO WITH...
comp2_rate_percent_diff
0.49
comp8_rate_percent_diff
0.14
srch_booking_window
0.11
orig_destination_distance
0.03
gross_bookings_usd
0.02
srch_length_of_stay
0.02
comp7_rate_percent_diff
0.02
comp6_rate_percent_diff
0.02
srch_children_count
0.02
visitor_hist_starrating
0.02
visitor_hist_adr_usd
0.02
week
0.02
srch_room_count
0.01
position
0.01
comp2_inv
MISSING:
153,422
(55%)
TOP CATEGORIES
target
(avg)
0.0
115,730
94%
5.00
1.0
6,118
5%
5.00
-1.0
1,323
1%
5.00
ALL
123,171
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
comp2_inv
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
comp8_inv
0.13
comp3_inv
0.07
comp5_inv
0.04
srch_id
0.01
comp4_inv
0.01
prop_id
0.01
comp7_inv
0.00
comp7_rate
0.00
srch_destination_id
0.00
comp6_inv
0.00
prop_country_id
0.00
comp6_rate
0.00

THESE FEATURES
GIVE INFORMATION
ON comp2_inv:
srch_id
1.00
prop_id
0.49
srch_destination_id
0.22
comp8_inv
0.11
comp3_inv
0.07
comp5_inv
0.05
prop_country_id
0.05
comp4_inv
0.02
visitor_location_country_id
0.02
site_id
0.01
comp7_inv
0.01
comp7_rate
0.01
comp6_inv
0.01
comp6_rate
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
comp2_inv
CORRELATION RATIO WITH...
srch_booking_window
0.05
comp8_rate_percent_diff
0.02
comp2_rate_percent_diff
0.02
orig_destination_distance
0.02
price_usd
0.01
hour
0.01
srch_length_of_stay
0.01
prop_location_score1
0.01
prop_review_score
0.01
srch_query_affinity_score
0.01
prop_log_historical_price
0.01
position
0.01
prop_location_score2
0.01
srch_children_count
0.01
comp2_rate_percent_diff
MISSING:
240,859
(87%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
comp1_rate_percent_diff
0.64
comp3_rate_percent_diff
0.63
comp5_rate_percent_diff
0.30
comp8_rate_percent_diff
0.25
comp7_rate_percent_diff
0.22
comp6_rate_percent_diff
0.07
visitor_hist_starrating
0.06
orig_destination_distance
0.04
srch_query_affinity_score
0.04
position
-0.03
srch_booking_window
0.03
prop_log_historical_price
0.03
prop_location_score2
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.63
comp2_rate
0.49
srch_destination_id
0.31
comp3_rate
0.19
comp8_rate
0.17
prop_country_id
0.14
comp5_rate
0.13
comp4_rate
0.11
promotion_flag
0.11
comp4_inv
0.09
visitor_location_country_id
0.08
site_id
0.06
comp7_inv
0.05
MOST FREQUENT VALUES
11.0
2,926
8.2%
6.0
2,156
6.0%
5.0
2,126
5.9%
10.0
1,952
5.5%
17.0
1,643
4.6%
9.0
1,560
4.4%
7.0
1,519
4.3%
4.0
1,334
3.7%
12.0
1,322
3.7%
8.0
1,253
3.5%
14.0
1,185
3.3%
3.0
1,093
3.1%
2.0
1,078
3.0%
25.0
1,013
2.8%
15.0
960
2.7%
SMALLEST VALUES
2.0
1,078
3.0%
3.0
1,093
3.1%
4.0
1,334
3.7%
5.0
2,126
5.9%
6.0
2,156
6.0%
7.0
1,519
4.3%
8.0
1,253
3.5%
9.0
1,560
4.4%
10.0
1,952
5.5%
11.0
2,926
8.2%
12.0
1,322
3.7%
13.0
918
2.6%
14.0
1,185
3.3%
15.0
960
2.7%
16.0
785
2.2%
LARGEST VALUES
1266.0
1
<0.1%
1092.0
1
<0.1%
1017.0
1
<0.1%
984.0
1
<0.1%
951.0
1
<0.1%
865.0
1
<0.1%
847.0
1
<0.1%
834.0
2
<0.1%
768.0
1
<0.1%
760.0
2
<0.1%
755.0
1
<0.1%
711.0
1
<0.1%
698.0
1
<0.1%
696.0
1
<0.1%
660.0
1
<0.1%
comp3_rate
MISSING:
186,441
(67%)
TOP CATEGORIES
target
(avg)
0.0
69,159
77%
5.00
1.0
13,102
15%
5.00
-1.0
7,891
9%
5.00
ALL
90,152
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
comp3_rate
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
comp8_rate
0.14
comp2_rate
0.14
comp5_rate
0.04
srch_id
0.03
comp4_rate
0.02
comp4_inv
0.02
prop_id
0.01
comp7_inv
0.01
promotion_flag
0.01
comp6_inv
0.01
prop_country_id
0.01
comp7_rate
0.01

THESE FEATURES
GIVE INFORMATION
ON comp3_rate:
srch_id
1.00
prop_id
0.47
srch_destination_id
0.20
comp8_rate
0.16
comp2_rate
0.16
prop_country_id
0.06
comp5_rate
0.06
visitor_location_country_id
0.02
promotion_flag
0.02
comp4_rate
0.02
site_id
0.02
comp4_inv
0.02
comp7_inv
0.01
comp7_rate
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
comp3_rate
CORRELATION RATIO WITH...
comp2_rate_percent_diff
0.19
comp8_rate_percent_diff
0.16
srch_booking_window
0.11
srch_length_of_stay
0.03
orig_destination_distance
0.03
week
0.03
comp3_rate_percent_diff
0.02
gross_bookings_usd
0.02
prop_review_score
0.02
comp6_rate_percent_diff
0.02
comp7_rate_percent_diff
0.02
srch_adults_count
0.02
srch_children_count
0.01
visitor_hist_starrating
0.01
comp3_inv
MISSING:
179,867
(65%)
TOP CATEGORIES
target
(avg)
0.0
88,503
91%
5.00
1.0
6,332
7%
5.00
-1.0
1,891
2%
5.00
ALL
96,726
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
comp3_inv
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
comp8_inv
0.12
comp2_inv
0.07
comp5_inv
0.03
comp4_inv
0.01
srch_id
0.01
comp4_rate
0.01
prop_id
0.01
srch_destination_id
0.00
prop_country_id
0.00
comp6_inv
0.00
comp7_inv
0.00
comp6_rate
0.00

THESE FEATURES
GIVE INFORMATION
ON comp3_inv:
srch_id
1.00
prop_id
0.49
srch_destination_id
0.25
comp8_inv
0.09
comp2_inv
0.07
prop_country_id
0.05
comp5_inv
0.03
comp4_inv
0.02
visitor_location_country_id
0.02
comp4_rate
0.02
site_id
0.01
month
0.01
comp8_rate
0.01
comp7_inv
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
comp3_inv
CORRELATION RATIO WITH...
srch_booking_window
0.07
comp2_rate_percent_diff
0.03
comp8_rate_percent_diff
0.02
orig_destination_distance
0.02
prop_log_historical_price
0.02
prop_location_score2
0.02
srch_length_of_stay
0.01
price_usd
0.01
hour
0.01
srch_adults_count
0.01
gross_bookings_usd
0.01
comp6_rate_percent_diff
0.01
comp7_rate_percent_diff
0.01
position
0.01
comp3_rate_percent_diff
MISSING:
245,766
(89%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
comp5_rate_percent_diff
1.00
comp2_rate_percent_diff
0.63
comp6_rate_percent_diff
0.48
comp7_rate_percent_diff
0.10
visitor_hist_starrating
0.09
srch_query_affinity_score
-0.03
comp8_rate_percent_diff
0.03
gross_bookings_usd
0.02
comp4_rate_percent_diff
-0.01
prop_location_score1
0.01
srch_length_of_stay
0.01
week
0.01
orig_destination_distance
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.13
srch_destination_id
0.04
comp3_rate
0.02
comp8_rate
0.01
comp4_rate
0.01
comp4_inv
0.01
comp2_rate
0.01
prop_starrating
0.01
prop_country_id
0.01
month
0.01
visitor_location_country_id
0.01
quarter
0.01
year
0.01
MOST FREQUENT VALUES
11.0
2,437
7.9%
5.0
2,013
6.5%
6.0
1,777
5.8%
10.0
1,711
5.6%
7.0
1,551
5.0%
9.0
1,508
4.9%
17.0
1,369
4.4%
4.0
1,275
4.1%
8.0
1,267
4.1%
14.0
1,096
3.6%
12.0
1,083
3.5%
3.0
932
3.0%
15.0
888
2.9%
25.0
881
2.9%
13.0
847
2.7%
SMALLEST VALUES
2.0
786
2.5%
3.0
932
3.0%
4.0
1,275
4.1%
5.0
2,013
6.5%
6.0
1,777
5.8%
7.0
1,551
5.0%
8.0
1,267
4.1%
9.0
1,508
4.9%
10.0
1,711
5.6%
11.0
2,437
7.9%
12.0
1,083
3.5%
13.0
847
2.7%
14.0
1,096
3.6%
15.0
888
2.9%
16.0
691
2.2%
LARGEST VALUES
119401.0
1
<0.1%
2755.0
1
<0.1%
2528.0
2
<0.1%
2072.0
1
<0.1%
1701.0
2
<0.1%
1565.0
1
<0.1%
1182.0
1
<0.1%
1092.0
1
<0.1%
1043.0
1
<0.1%
1017.0
1
<0.1%
909.0
1
<0.1%
834.0
2
<0.1%
815.0
1
<0.1%
753.0
1
<0.1%
710.0
1
<0.1%
comp4_rate
MISSING:
258,903
(94%)
TOP CATEGORIES
target
(avg)
0
11,889
67%
5.00
1
3,324
19%
5.00
-1
2,477
14%
5.00
ALL
17,690
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
comp4_rate
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
comp4_inv
0.82
prop_country_id
0.06
visitor_location_country_id
0.03
site_id
0.02
srch_id
0.02
comp2_rate
0.02
comp3_rate
0.02
prop_id
0.02
srch_destination_id
0.02
comp5_rate
0.02
prop_starrating
0.02
comp3_inv
0.02

THESE FEATURES
GIVE INFORMATION
ON comp4_rate:
srch_id
1.00
comp4_inv
0.80
prop_id
0.73
srch_destination_id
0.57
prop_country_id
0.39
visitor_location_country_id
0.17
site_id
0.13
prop_starrating
0.08
comp5_rate
0.03
comp2_rate
0.03
comp3_rate
0.02
prop_brand_bool
0.02
promotion_flag
0.02
comp7_inv
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
comp4_rate
CORRELATION RATIO WITH...
prop_location_score1
0.15
comp2_rate_percent_diff
0.11
orig_destination_distance
0.07
srch_booking_window
0.07
srch_length_of_stay
0.05
srch_adults_count
0.04
gross_bookings_usd
0.04
srch_children_count
0.04
visitor_hist_starrating
0.03
prop_log_historical_price
0.03
prop_review_score
0.03
srch_query_affinity_score
0.03
comp4_rate_percent_diff
0.02
prop_location_score2
0.02
comp4_inv
MISSING:
256,859
(93%)
TOP CATEGORIES
target
(avg)
0
17,364
88%
5.00
1
2,091
11%
5.00
-1
279
1%
5.00
ALL
19,734
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
comp4_inv
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
comp4_rate
0.80
prop_country_id
0.06
visitor_location_country_id
0.03
site_id
0.03
comp3_inv
0.02
srch_id
0.02
srch_destination_id
0.02
prop_id
0.02
comp2_inv
0.02
prop_starrating
0.02
comp3_rate
0.02
comp2_rate
0.02

THESE FEATURES
GIVE INFORMATION
ON comp4_inv:
srch_id
1.00
comp4_rate
0.82
prop_id
0.76
srch_destination_id
0.63
prop_country_id
0.41
visitor_location_country_id
0.18
site_id
0.14
prop_starrating
0.08
prop_brand_bool
0.02
comp3_rate
0.02
comp2_rate
0.02
promotion_flag
0.02
comp3_inv
0.01
comp7_inv
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
comp4_inv
CORRELATION RATIO WITH...
prop_location_score1
0.17
comp2_rate_percent_diff
0.09
srch_booking_window
0.07
orig_destination_distance
0.07
srch_length_of_stay
0.05
gross_bookings_usd
0.04
srch_adults_count
0.04
srch_children_count
0.04
week
0.04
prop_log_historical_price
0.03
price_usd
0.03
visitor_hist_starrating
0.03
srch_query_affinity_score
0.03
prop_location_score2
0.03
comp4_rate_percent_diff
MISSING:
268,910
(97%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
comp1_rate_percent_diff
0.29
comp7_rate_percent_diff
0.18
visitor_hist_adr_usd
-0.07
comp6_rate_percent_diff
0.06
visitor_hist_starrating
-0.04
srch_query_affinity_score
0.04
orig_destination_distance
-0.03
week
-0.03
prop_location_score1
0.03
srch_booking_window
-0.02
prop_log_historical_price
0.02
hour
-0.02
comp3_rate_percent_diff
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.28
srch_destination_id
0.09
comp4_rate
0.02
comp4_inv
0.02
month
0.01
comp5_rate
0.01
quarter
0.01
comp3_rate
0.01
day_of_week
0.00
comp2_rate
0.00
prop_starrating
0.00
comp8_rate
0.00
srch_saturday_night_bool
0.00
MOST FREQUENT VALUES
9.0
752
9.8%
10.0
473
6.2%
11.0
401
5.2%
5.0
378
4.9%
4.0
375
4.9%
6.0
362
4.7%
2.0
347
4.5%
3.0
308
4.0%
8.0
283
3.7%
17.0
280
3.6%
15.0
278
3.6%
13.0
271
3.5%
7.0
270
3.5%
12.0
259
3.4%
14.0
235
3.1%
SMALLEST VALUES
2.0
347
4.5%
3.0
308
4.0%
4.0
375
4.9%
5.0
378
4.9%
6.0
362
4.7%
7.0
270
3.5%
8.0
283
3.7%
9.0
752
9.8%
10.0
473
6.2%
11.0
401
5.2%
12.0
259
3.4%
13.0
271
3.5%
14.0
235
3.1%
15.0
278
3.6%
16.0
204
2.7%
LARGEST VALUES
212366.0
1
<0.1%
159260.0
1
<0.1%
159250.0
1
<0.1%
159249.0
1
<0.1%
91092.0
1
<0.1%
72961.0
1
<0.1%
4083.0
1
<0.1%
2849.0
1
<0.1%
1299.0
1
<0.1%
1095.0
1
<0.1%
940.0
2
<0.1%
880.0
1
<0.1%
491.0
1
<0.1%
490.0
1
<0.1%
452.0
1
<0.1%
comp5_rate
MISSING:
149,184
(54%)
TOP CATEGORIES
target
(avg)
0.0
91,618
72%
5.00
1.0
23,369
18%
5.00
-1.0
12,422
10%
5.00
ALL
127,409
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
comp5_rate
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
comp8_rate
0.17
comp2_rate
0.07
comp3_rate
0.06
srch_id
0.04
comp4_rate
0.03
comp1_rate
0.03
comp7_rate
0.02
prop_id
0.02
comp6_rate
0.02
promotion_flag
0.01
srch_destination_id
0.01
comp4_inv
0.01

THESE FEATURES
GIVE INFORMATION
ON comp5_rate:
srch_id
1.00
prop_id
0.47
srch_destination_id
0.17
comp8_rate
0.14
comp2_rate
0.05
comp3_rate
0.04
comp4_rate
0.02
promotion_flag
0.02
comp7_rate
0.02
prop_country_id
0.01
comp6_rate
0.01
comp1_rate
0.01
comp4_inv
0.01
visitor_location_country_id
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
comp5_rate
CORRELATION RATIO WITH...
comp8_rate_percent_diff
0.13
comp2_rate_percent_diff
0.13
srch_booking_window
0.12
comp6_rate_percent_diff
0.05
prop_location_score1
0.04
comp7_rate_percent_diff
0.04
prop_review_score
0.03
comp5_rate_percent_diff
0.03
orig_destination_distance
0.02
srch_adults_count
0.02
srch_children_count
0.02
week
0.02
srch_length_of_stay
0.02
gross_bookings_usd
0.02
comp5_inv
MISSING:
141,375
(51%)
TOP CATEGORIES
target
(avg)
0.0
125,222
93%
5.00
1.0
8,202
6%
5.00
-1.0
1,794
1%
5.00
ALL
135,218
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
comp5_inv
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
comp8_inv
0.12
comp2_inv
0.05
comp3_inv
0.03
comp1_inv
0.02
srch_id
0.01
comp4_inv
0.01
comp6_inv
0.01
comp7_inv
0.01
prop_id
0.01
srch_destination_id
0.00
comp5_rate
0.00
comp2_rate
0.00

THESE FEATURES
GIVE INFORMATION
ON comp5_inv:
srch_id
1.00
prop_id
0.47
srch_destination_id
0.20
comp8_inv
0.07
comp2_inv
0.04
comp3_inv
0.03
comp1_inv
0.02
comp7_inv
0.01
comp4_inv
0.01
prop_country_id
0.01
comp6_inv
0.01
visitor_location_country_id
0.01
month
0.00
comp5_rate
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
comp5_inv
CORRELATION RATIO WITH...
srch_booking_window
0.06
prop_location_score1
0.04
comp8_rate_percent_diff
0.03
comp2_rate_percent_diff
0.02
prop_log_historical_price
0.02
day_of_month
0.02
week
0.02
srch_adults_count
0.01
orig_destination_distance
0.01
prop_review_score
0.01
srch_children_count
0.01
hour
0.01
srch_length_of_stay
0.01
position
0.01
comp5_rate_percent_diff
MISSING:
225,498
(82%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
comp3_rate_percent_diff
1.00
comp6_rate_percent_diff
0.41
comp2_rate_percent_diff
0.30
comp7_rate_percent_diff
0.24
comp1_rate_percent_diff
0.07
comp8_rate_percent_diff
0.03
srch_query_affinity_score
-0.03
visitor_hist_starrating
0.01
prop_location_score1
0.01
srch_length_of_stay
0.01
week
0.01
day_of_month
-0.01
gross_bookings_usd
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.12
srch_destination_id
0.04
comp5_rate
0.03
comp8_rate
0.02
comp4_rate
0.01
comp4_inv
0.01
prop_starrating
0.01
month
0.01
comp2_rate
0.01
comp3_rate
0.01
quarter
0.00
day_of_week
0.00
year
0.00
MOST FREQUENT VALUES
11.0
4,086
8.0%
10.0
3,012
5.9%
5.0
2,943
5.8%
17.0
2,648
5.2%
6.0
2,510
4.9%
9.0
2,246
4.4%
7.0
2,235
4.4%
8.0
1,880
3.7%
14.0
1,789
3.5%
4.0
1,730
3.4%
12.0
1,577
3.1%
15.0
1,510
3.0%
3.0
1,409
2.8%
2.0
1,378
2.7%
13.0
1,371
2.7%
SMALLEST VALUES
2.0
1,378
2.7%
3.0
1,409
2.8%
4.0
1,730
3.4%
5.0
2,943
5.8%
6.0
2,510
4.9%
7.0
2,235
4.4%
8.0
1,880
3.7%
9.0
2,246
4.4%
10.0
3,012
5.9%
11.0
4,086
8.0%
12.0
1,577
3.1%
13.0
1,371
2.7%
14.0
1,789
3.5%
15.0
1,510
3.0%
16.0
1,278
2.5%
LARGEST VALUES
119400.0
1
<0.1%
1510.0
1
<0.1%
829.0
1
<0.1%
820.0
1
<0.1%
708.0
1
<0.1%
703.0
1
<0.1%
672.0
1
<0.1%
639.0
1
<0.1%
627.0
1
<0.1%
585.0
1
<0.1%
543.0
1
<0.1%
496.0
1
<0.1%
455.0
1
<0.1%
441.0
2
<0.1%
426.0
1
<0.1%
comp6_rate
MISSING:
261,124
(94%)
TOP CATEGORIES
target
(avg)
0
10,443
68%
5.00
1
3,761
24%
5.00
-1
1,265
8%
5.00
ALL
15,469
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
comp6_rate
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
comp6_inv
0.85
comp7_inv
0.35
comp7_rate
0.34
comp1_inv
0.16
comp1_rate
0.15
prop_country_id
0.05
visitor_location_country_id
0.02
srch_id
0.02
prop_id
0.02
site_id
0.02
srch_destination_id
0.02
comp5_rate
0.01

THESE FEATURES
GIVE INFORMATION
ON comp6_rate:
srch_id
1.00
comp6_inv
0.81
prop_id
0.74
srch_destination_id
0.53
comp7_rate
0.43
comp7_inv
0.43
prop_country_id
0.41
visitor_location_country_id
0.16
site_id
0.11
comp1_inv
0.07
comp1_rate
0.07
prop_starrating
0.04
comp5_rate
0.02
comp2_rate
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
comp6_rate
CORRELATION RATIO WITH...
comp6_rate_percent_diff
0.50
comp7_rate_percent_diff
0.18
prop_location_score1
0.16
comp1_rate_percent_diff
0.08
srch_booking_window
0.05
orig_destination_distance
0.05
visitor_hist_starrating
0.04
comp2_rate_percent_diff
0.04
visitor_hist_adr_usd
0.04
srch_adults_count
0.04
comp8_rate_percent_diff
0.04
prop_review_score
0.03
gross_bookings_usd
0.03
srch_room_count
0.03
comp6_inv
MISSING:
259,867
(94%)
TOP CATEGORIES
target
(avg)
0
15,187
91%
5.00
1
1,330
8%
5.00
-1
209
1%
5.00
ALL
16,726
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
comp6_inv
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
comp6_rate
0.81
comp7_inv
0.39
comp7_rate
0.32
comp1_inv
0.17
comp1_rate
0.15
prop_country_id
0.06
visitor_location_country_id
0.02
site_id
0.02
srch_id
0.02
prop_id
0.02
srch_destination_id
0.02
comp5_inv
0.01

THESE FEATURES
GIVE INFORMATION
ON comp6_inv:
srch_id
1.00
comp6_rate
0.85
prop_id
0.76
srch_destination_id
0.58
comp7_inv
0.49
prop_country_id
0.46
comp7_rate
0.42
visitor_location_country_id
0.18
site_id
0.13
comp1_inv
0.08
comp1_rate
0.08
prop_starrating
0.05
comp2_rate
0.01
comp3_rate
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
comp6_inv
CORRELATION RATIO WITH...
comp6_rate_percent_diff
0.32
prop_location_score1
0.17
comp7_rate_percent_diff
0.16
comp1_rate_percent_diff
0.07
srch_booking_window
0.06
orig_destination_distance
0.05
visitor_hist_starrating
0.05
comp2_rate_percent_diff
0.04
visitor_hist_adr_usd
0.04
srch_adults_count
0.04
comp8_rate_percent_diff
0.04
gross_bookings_usd
0.03
prop_review_score
0.03
srch_children_count
0.03
comp6_rate_percent_diff
MISSING:
270,434
(98%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
comp7_rate_percent_diff
0.60
comp3_rate_percent_diff
0.48
comp5_rate_percent_diff
0.41
comp8_rate_percent_diff
0.12
srch_query_affinity_score
0.08
comp2_rate_percent_diff
0.07
visitor_hist_starrating
-0.07
comp4_rate_percent_diff
0.06
visitor_hist_adr_usd
-0.05
orig_destination_distance
-0.04
prop_review_score
-0.03
comp1_rate_percent_diff
0.03
srch_room_count
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.67
comp6_rate
0.50
comp6_inv
0.32
srch_destination_id
0.32
comp7_rate
0.24
comp7_inv
0.21
prop_country_id
0.18
visitor_location_country_id
0.12
comp1_rate
0.10
comp1_inv
0.10
site_id
0.09
comp5_rate
0.05
prop_starrating
0.04
MOST FREQUENT VALUES
11.0
537
8.7%
5.0
499
8.1%
2.0
365
5.9%
10.0
291
4.7%
6.0
269
4.4%
8.0
264
4.3%
17.0
257
4.2%
9.0
244
4.0%
3.0
242
3.9%
4.0
239
3.9%
7.0
236
3.8%
12.0
200
3.2%
14.0
197
3.2%
15.0
185
3.0%
13.0
158
2.6%
SMALLEST VALUES
2.0
365
5.9%
3.0
242
3.9%
4.0
239
3.9%
5.0
499
8.1%
6.0
269
4.4%
7.0
236
3.8%
8.0
264
4.3%
9.0
244
4.0%
10.0
291
4.7%
11.0
537
8.7%
12.0
200
3.2%
13.0
158
2.6%
14.0
197
3.2%
15.0
185
3.0%
16.0
147
2.4%
LARGEST VALUES
998.0
1
<0.1%
624.0
1
<0.1%
593.0
1
<0.1%
579.0
1
<0.1%
277.0
1
<0.1%
275.0
1
<0.1%
270.0
1
<0.1%
267.0
1
<0.1%
264.0
2
<0.1%
246.0
1
<0.1%
241.0
1
<0.1%
239.0
1
<0.1%
217.0
1
<0.1%
211.0
1
<0.1%
209.0
1
<0.1%
comp7_rate
MISSING:
256,092
(93%)
TOP CATEGORIES
target
(avg)
0
13,224
65%
5.00
1
5,512
27%
5.00
-1
1,765
9%
5.00
ALL
20,501
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
comp7_rate
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
comp7_inv
0.81
comp6_rate
0.43
comp6_inv
0.42
comp1_inv
0.17
comp1_rate
0.17
prop_country_id
0.07
visitor_location_country_id
0.03
site_id
0.03
srch_id
0.03
prop_id
0.02
srch_destination_id
0.02
comp5_rate
0.02

THESE FEATURES
GIVE INFORMATION
ON comp7_rate:
srch_id
1.00
comp7_inv
0.78
prop_id
0.74
srch_destination_id
0.54
prop_country_id
0.44
comp6_rate
0.34
comp6_inv
0.32
visitor_location_country_id
0.17
site_id
0.13
comp1_rate
0.06
comp1_inv
0.06
prop_starrating
0.05
comp5_rate
0.02
comp2_rate
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
comp7_rate
CORRELATION RATIO WITH...
comp7_rate_percent_diff
0.39
comp6_rate_percent_diff
0.24
prop_location_score1
0.18
comp1_rate_percent_diff
0.07
srch_booking_window
0.06
visitor_hist_starrating
0.05
comp2_rate_percent_diff
0.05
orig_destination_distance
0.05
srch_adults_count
0.04
visitor_hist_adr_usd
0.04
comp8_rate_percent_diff
0.04
prop_review_score
0.04
srch_children_count
0.04
srch_query_affinity_score
0.03
comp7_inv
MISSING:
253,862
(92%)
TOP CATEGORIES
target
(avg)
0
20,426
90%
5.00
1
1,969
9%
5.00
-1
336
1%
5.00
ALL
22,731
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
comp7_inv
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
comp7_rate
0.78
comp6_inv
0.49
comp6_rate
0.43
comp1_inv
0.19
comp1_rate
0.17
prop_country_id
0.08
visitor_location_country_id
0.03
site_id
0.03
srch_id
0.03
prop_id
0.02
srch_destination_id
0.02
comp2_rate
0.01

THESE FEATURES
GIVE INFORMATION
ON comp7_inv:
srch_id
1.00
comp7_rate
0.81
prop_id
0.78
srch_destination_id
0.60
prop_country_id
0.51
comp6_inv
0.39
comp6_rate
0.35
visitor_location_country_id
0.20
site_id
0.15
comp1_inv
0.07
comp1_rate
0.07
prop_starrating
0.05
comp2_rate
0.02
comp3_rate
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
comp7_inv
CORRELATION RATIO WITH...
comp7_rate_percent_diff
0.26
comp6_rate_percent_diff
0.21
prop_location_score1
0.18
comp1_rate_percent_diff
0.07
srch_booking_window
0.06
visitor_hist_starrating
0.06
orig_destination_distance
0.05
comp2_rate_percent_diff
0.05
srch_adults_count
0.05
visitor_hist_adr_usd
0.04
comp8_rate_percent_diff
0.04
srch_children_count
0.04
prop_review_score
0.03
srch_query_affinity_score
0.03
comp7_rate_percent_diff
MISSING:
267,365
(97%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
comp6_rate_percent_diff
0.60
comp8_rate_percent_diff
0.26
comp5_rate_percent_diff
0.24
comp2_rate_percent_diff
0.22
comp4_rate_percent_diff
0.18
comp3_rate_percent_diff
0.10
srch_query_affinity_score
0.04
position
-0.03
visitor_hist_adr_usd
-0.02
visitor_hist_starrating
-0.02
srch_children_count
-0.02
prop_location_score2
0.02
day_of_month
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.58
srch_destination_id
0.40
comp7_rate
0.39
comp7_inv
0.26
comp6_rate
0.18
prop_country_id
0.17
comp6_inv
0.16
visitor_location_country_id
0.12
site_id
0.09
comp1_rate
0.08
comp1_inv
0.08
prop_starrating
0.04
comp5_rate
0.04
MOST FREQUENT VALUES
11.0
633
6.9%
10.0
589
6.4%
5.0
564
6.1%
2.0
454
4.9%
9.0
444
4.8%
6.0
373
4.0%
12.0
355
3.8%
8.0
323
3.5%
4.0
323
3.5%
17.0
318
3.4%
3.0
311
3.4%
7.0
306
3.3%
14.0
278
3.0%
15.0
260
2.8%
16.0
251
2.7%
SMALLEST VALUES
2.0
454
4.9%
3.0
311
3.4%
4.0
323
3.5%
5.0
564
6.1%
6.0
373
4.0%
7.0
306
3.3%
8.0
323
3.5%
9.0
444
4.8%
10.0
589
6.4%
11.0
633
6.9%
12.0
355
3.8%
13.0
248
2.7%
14.0
278
3.0%
15.0
260
2.8%
16.0
251
2.7%
LARGEST VALUES
1183.0
1
<0.1%
1148.0
1
<0.1%
1123.0
1
<0.1%
978.0
1
<0.1%
964.0
1
<0.1%
883.0
1
<0.1%
877.0
1
<0.1%
828.0
1
<0.1%
820.0
2
<0.1%
814.0
1
<0.1%
796.0
1
<0.1%
780.0
1
<0.1%
757.0
1
<0.1%
756.0
1
<0.1%
754.0
1
<0.1%
comp8_rate
MISSING:
165,916
(60%)
TOP CATEGORIES
target
(avg)
0.0
84,638
76%
5.00
1.0
13,126
12%
5.00
-1.0
12,913
12%
5.00
ALL
110,677
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
comp8_rate
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
comp3_rate
0.16
comp2_rate
0.14
comp5_rate
0.14
srch_id
0.03
prop_id
0.02
promotion_flag
0.01
prop_country_id
0.01
comp6_inv
0.01
comp7_inv
0.01
comp6_rate
0.01
comp7_rate
0.01
srch_destination_id
0.01

THESE FEATURES
GIVE INFORMATION
ON comp8_rate:
srch_id
1.00
prop_id
0.45
srch_destination_id
0.19
comp5_rate
0.17
comp2_rate
0.14
comp3_rate
0.14
prop_country_id
0.07
visitor_location_country_id
0.03
site_id
0.03
promotion_flag
0.02
prop_starrating
0.01
comp7_inv
0.01
comp7_rate
0.01
comp6_inv
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
comp8_rate
CORRELATION RATIO WITH...
comp8_rate_percent_diff
0.39
comp2_rate_percent_diff
0.17
srch_booking_window
0.14
orig_destination_distance
0.07
srch_length_of_stay
0.05
gross_bookings_usd
0.03
prop_location_score1
0.03
prop_review_score
0.03
week
0.02
visitor_hist_starrating
0.02
position
0.02
comp6_rate_percent_diff
0.02
visitor_hist_adr_usd
0.02
comp7_rate_percent_diff
0.02
comp8_inv
MISSING:
161,157
(58%)
TOP CATEGORIES
target
(avg)
0.0
109,942
95%
5.00
1.0
3,342
3%
5.00
-1.0
2,152
2%
5.00
ALL
115,436
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
comp8_inv
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
comp2_inv
0.11
comp3_inv
0.09
comp5_inv
0.07
srch_id
0.01
prop_id
0.01
srch_destination_id
0.00
comp4_inv
0.00
comp1_inv
0.00
prop_country_id
0.00
comp3_rate
0.00
visitor_location_country_id
0.00
comp8_rate
0.00

THESE FEATURES
GIVE INFORMATION
ON comp8_inv:
srch_id
1.00
prop_id
0.53
srch_destination_id
0.23
comp2_inv
0.13
comp3_inv
0.12
comp5_inv
0.12
prop_country_id
0.04
visitor_location_country_id
0.02
site_id
0.01
prop_starrating
0.01
comp4_inv
0.01
srch_saturday_night_bool
0.00
comp8_rate
0.00
comp3_rate
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
comp8_inv
CORRELATION RATIO WITH...
srch_booking_window
0.06
orig_destination_distance
0.03
srch_length_of_stay
0.02
hour
0.02
position
0.01
comp2_rate_percent_diff
0.01
comp8_rate_percent_diff
0.01
srch_room_count
0.01
srch_query_affinity_score
0.01
srch_adults_count
0.01
prop_log_historical_price
0.01
gross_bookings_usd
0.01
price_usd
0.01
srch_children_count
0.01
comp8_rate_percent_diff
MISSING:
238,413
(86%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
comp7_rate_percent_diff
0.26
comp2_rate_percent_diff
0.25
comp6_rate_percent_diff
0.12
visitor_hist_starrating
0.04
comp5_rate_percent_diff
0.03
comp3_rate_percent_diff
0.03
srch_query_affinity_score
0.02
position
-0.02
prop_location_score1
0.02
week
0.02
prop_log_historical_price
0.01
comp1_rate_percent_diff
0.01
price_usd
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
comp8_rate
0.39
prop_id
0.37
srch_destination_id
0.22
comp3_rate
0.16
comp2_rate
0.14
comp5_rate
0.13
prop_country_id
0.11
visitor_location_country_id
0.08
site_id
0.07
promotion_flag
0.07
comp7_inv
0.04
comp7_rate
0.04
comp6_inv
0.04
MOST FREQUENT VALUES
11.0
2,964
7.8%
5.0
2,663
7.0%
10.0
2,661
7.0%
6.0
2,420
6.3%
7.0
2,112
5.5%
9.0
1,997
5.2%
8.0
1,602
4.2%
17.0
1,601
4.2%
14.0
1,539
4.0%
4.0
1,474
3.9%
12.0
1,336
3.5%
15.0
1,246
3.3%
13.0
1,080
2.8%
3.0
1,073
2.8%
16.0
1,039
2.7%
SMALLEST VALUES
2.0
895
2.3%
3.0
1,073
2.8%
4.0
1,474
3.9%
5.0
2,663
7.0%
6.0
2,420
6.3%
7.0
2,112
5.5%
8.0
1,602
4.2%
9.0
1,997
5.2%
10.0
2,661
7.0%
11.0
2,964
7.8%
12.0
1,336
3.5%
13.0
1,080
2.8%
14.0
1,539
4.0%
15.0
1,246
3.3%
16.0
1,039
2.7%
LARGEST VALUES
4274.0
1
<0.1%
2021.0
1
<0.1%
1317.0
1
<0.1%
818.0
1
<0.1%
601.0
1
<0.1%
496.0
1
<0.1%
483.0
1
<0.1%
413.0
1
<0.1%
393.0
1
<0.1%
336.0
1
<0.1%
333.0
1
<0.1%
314.0
1
<0.1%
302.0
1
<0.1%
295.0
1
<0.1%
289.0
1
<0.1%
click_bool
MISSING:
---
TOP CATEGORIES
target
(avg)
1
276,593
100%
5.00
ALL
276,593
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
click_bool
PROVIDES INFORMATION ON...
booking_bool
1.00
srch_destination_id
0.00
comp6_rate
0.00
comp3_inv
0.00
comp8_inv
0.00
comp5_rate
0.00
month
0.00
comp3_rate
0.00
prop_starrating
0.00
is_weekend
0.00
comp8_rate
0.00
site_id
0.00
prop_brand_bool
0.00
promotion_flag
0.00

THESE FEATURES
GIVE INFORMATION
ON click_bool:
srch_id
1.00
site_id
1.00
visitor_location_country_id
1.00
prop_country_id
1.00
prop_id
1.00
prop_starrating
1.00
prop_brand_bool
1.00
promotion_flag
1.00
srch_destination_id
1.00
srch_saturday_night_bool
1.00
random_bool
1.00
comp1_rate
1.00
comp1_inv
1.00
comp2_rate
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
click_bool
CORRELATION RATIO WITH...
target
0.00
visitor_hist_starrating
0.00
visitor_hist_adr_usd
0.00
prop_review_score
0.00
prop_location_score1
0.00
prop_location_score2
0.00
prop_log_historical_price
0.00
position
0.00
price_usd
0.00
srch_length_of_stay
0.00
srch_booking_window
0.00
srch_adults_count
0.00
srch_children_count
0.00
srch_room_count
0.00
gross_bookings_usd
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
srch_length_of_stay
0.45
orig_destination_distance
0.18
prop_location_score1
0.15
srch_room_count
0.15
srch_booking_window
0.14
visitor_hist_adr_usd
0.12
srch_adults_count
0.10
visitor_hist_starrating
0.10
prop_review_score
0.08
prop_log_historical_price
0.07
srch_children_count
0.05
srch_query_affinity_score
-0.02
comp3_rate_percent_diff
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.61
srch_destination_id
0.35
prop_starrating
0.20
visitor_location_country_id
0.18
prop_country_id
0.15
srch_saturday_night_bool
0.11
site_id
0.08
comp1_inv
0.06
comp1_rate
0.06
promotion_flag
0.05
comp4_inv
0.04
comp4_rate
0.04
comp6_inv
0.03
MOST FREQUENT VALUES
133.69000244140625
91
<0.1%
231.85000610351562
75
<0.1%
114.79000091552734
75
<0.1%
112.02999877929688
70
<0.1%
89.98999786376953
67
<0.1%
123.3499984741211
67
<0.1%
125.13999938964844
65
<0.1%
113.66000366210938
65
<0.1%
99.98999786376953
64
<0.1%
185.9499969482422
60
<0.1%
134.6699981689453
60
<0.1%
99.0
59
<0.1%
159.5800018310547
59
<0.1%
208.89999389648438
57
<0.1%
112.41999816894531
57
<0.1%
SMALLEST VALUES
0.0
52
<0.1%
0.009999999776482582
1
<0.1%
0.30000001192092896
1
<0.1%
0.38999998569488525
1
<0.1%
0.699999988079071
1
<0.1%
0.7099999785423279
1
<0.1%
0.949999988079071
1
<0.1%
0.9700000286102295
1
<0.1%
0.9800000190734863
2
<0.1%
1.0
1
<0.1%
1.159999966621399
2
<0.1%
1.3799999952316284
1
<0.1%
2.299999952316284
1
<0.1%
3.0299999713897705
1
<0.1%
3.5
2
<0.1%
LARGEST VALUES
167740.59375
1
<0.1%
159292.375
1
<0.1%
115309.140625
1
<0.1%
98225.0
1
<0.1%
94970.0
1
<0.1%
60907.4609375
1
<0.1%
53137.37890625
1
<0.1%
50902.8515625
1
<0.1%
44350.91015625
1
<0.1%
41036.4296875
1
<0.1%
28726.80078125
1
<0.1%
27345.8203125
1
<0.1%
23763.650390625
1
<0.1%
21060.970703125
1
<0.1%
20646.0
1
<0.1%
booking_bool
MISSING:
---
TOP CATEGORIES
target
(avg)
1
276,593
100%
5.00
ALL
276,593
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
booking_bool
PROVIDES INFORMATION ON...
click_bool
1.00
srch_destination_id
0.00
comp6_rate
0.00
comp3_inv
0.00
comp8_inv
0.00
comp5_rate
0.00
month
0.00
comp3_rate
0.00
prop_starrating
0.00
is_weekend
0.00
comp8_rate
0.00
site_id
0.00
prop_brand_bool
0.00
promotion_flag
0.00

THESE FEATURES
GIVE INFORMATION
ON booking_bool:
srch_id
1.00
site_id
1.00
visitor_location_country_id
1.00
prop_country_id
1.00
prop_id
1.00
prop_starrating
1.00
prop_brand_bool
1.00
promotion_flag
1.00
srch_destination_id
1.00
srch_saturday_night_bool
1.00
random_bool
1.00
comp1_rate
1.00
comp1_inv
1.00
comp2_rate
1.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
booking_bool
CORRELATION RATIO WITH...
target
0.00
visitor_hist_starrating
0.00
visitor_hist_adr_usd
0.00
prop_review_score
0.00
prop_location_score1
0.00
prop_location_score2
0.00
prop_log_historical_price
0.00
position
0.00
price_usd
0.00
srch_length_of_stay
0.00
srch_booking_window
0.00
srch_adults_count
0.00
srch_children_count
0.00
srch_room_count
0.00
year
MISSING:
---
TOP CATEGORIES
target
(avg)
2013
221,872
80%
5.00
2012
54,721
20%
5.00
ALL
276,593
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
year
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
quarter
0.47
month
0.24
srch_id
0.04
comp1_inv
0.01
prop_id
0.01
comp1_rate
0.01
srch_destination_id
0.01
comp4_inv
0.00
comp3_rate
0.00
comp8_rate
0.00
prop_country_id
0.00
comp4_rate
0.00

THESE FEATURES
GIVE INFORMATION
ON year:
srch_id
1.00
month
1.00
quarter
1.00
prop_id
0.26
srch_destination_id
0.10
prop_country_id
0.00
comp1_inv
0.00
comp1_rate
0.00
visitor_location_country_id
0.00
comp4_inv
0.00
prop_starrating
0.00
site_id
0.00
comp8_rate
0.00
comp3_rate
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
year
CORRELATION RATIO WITH...
week
0.88
prop_log_historical_price
0.20
srch_booking_window
0.06
srch_children_count
0.05
prop_review_score
0.03
comp8_rate_percent_diff
0.02
srch_query_affinity_score
0.02
orig_destination_distance
0.02
comp2_rate_percent_diff
0.02
srch_room_count
0.02
prop_location_score1
0.02
gross_bookings_usd
0.01
prop_location_score2
0.01
hour
0.01
month
MISSING:
---
TOP CATEGORIES
target
(avg)
6
42,239
15%
5.00
5
39,950
14%
5.00
3
38,738
14%
5.00
4
36,169
13%
5.00
2
32,580
12%
5.00
1
32,196
12%
5.00
11
28,013
10%
5.00
12
26,708
10%
5.00
ALL
276,593
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
month
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
year
1.00
quarter
1.00
srch_id
0.17
prop_id
0.07
srch_destination_id
0.03
comp1_inv
0.02
comp1_rate
0.02
comp3_inv
0.01
comp6_inv
0.01
comp6_rate
0.01
comp5_inv
0.00
comp4_inv
0.00

THESE FEATURES
GIVE INFORMATION
ON month:
srch_id
1.00
quarter
0.51
prop_id
0.33
year
0.24
srch_destination_id
0.12
prop_country_id
0.00
day_of_week
0.00
visitor_location_country_id
0.00
comp1_inv
0.00
comp1_rate
0.00
is_weekend
0.00
site_id
0.00
comp6_inv
0.00
comp6_rate
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
month
CORRELATION RATIO WITH...
week
0.98
prop_log_historical_price
0.94
srch_booking_window
0.10
srch_children_count
0.09
day_of_month
0.06
comp1_rate_percent_diff
0.05
prop_review_score
0.05
prop_location_score1
0.03
srch_adults_count
0.03
comp8_rate_percent_diff
0.03
orig_destination_distance
0.03
srch_query_affinity_score
0.03
comp2_rate_percent_diff
0.02
prop_location_score2
0.02
day_of_month
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
comp1_rate_percent_diff
-0.09
week
0.06
prop_log_historical_price
-0.04
srch_children_count
0.02
comp7_rate_percent_diff
0.02
srch_booking_window
-0.01
visitor_hist_starrating
0.01
comp2_rate_percent_diff
0.01
srch_adults_count
0.01
visitor_hist_adr_usd
0.01
comp3_rate_percent_diff
-0.01
comp5_rate_percent_diff
-0.01
comp8_rate_percent_diff
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.46
srch_destination_id
0.27
month
0.06
day_of_week
0.04
visitor_location_country_id
0.03
prop_country_id
0.03
comp5_inv
0.02
comp5_rate
0.02
comp1_inv
0.01
site_id
0.01
comp8_rate
0.01
comp1_rate
0.01
quarter
0.01
MOST FREQUENT VALUES
28
9,710
3.5%
7
9,616
3.5%
20
9,574
3.5%
5
9,565
3.5%
13
9,546
3.5%
17
9,514
3.4%
21
9,504
3.4%
11
9,395
3.4%
12
9,392
3.4%
27
9,375
3.4%
4
9,364
3.4%
14
9,345
3.4%
18
9,344
3.4%
19
9,260
3.3%
6
9,226
3.3%
SMALLEST VALUES
1
8,398
3.0%
2
8,687
3.1%
3
8,782
3.2%
4
9,364
3.4%
5
9,565
3.5%
6
9,226
3.3%
7
9,616
3.5%
8
9,078
3.3%
9
8,923
3.2%
10
9,160
3.3%
11
9,395
3.4%
12
9,392
3.4%
13
9,546
3.5%
14
9,345
3.4%
15
9,120
3.3%
LARGEST VALUES
31
4,117
1.5%
30
7,748
2.8%
29
7,899
2.9%
28
9,710
3.5%
27
9,375
3.4%
26
9,192
3.3%
25
8,578
3.1%
24
8,867
3.2%
23
8,536
3.1%
22
8,972
3.2%
21
9,504
3.4%
20
9,574
3.5%
19
9,260
3.3%
18
9,344
3.4%
17
9,514
3.4%
hour
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
srch_booking_window
0.05
srch_adults_count
0.04
visitor_hist_starrating
0.04
comp1_rate_percent_diff
0.03
srch_children_count
0.03
orig_destination_distance
0.03
prop_location_score1
0.02
comp4_rate_percent_diff
-0.02
visitor_hist_adr_usd
0.02
comp7_rate_percent_diff
-0.01
srch_length_of_stay
0.01
srch_query_affinity_score
-0.01
week
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
prop_id
0.48
srch_destination_id
0.29
visitor_location_country_id
0.16
site_id
0.13
prop_country_id
0.07
day_of_week
0.06
prop_brand_bool
0.02
srch_saturday_night_bool
0.02
comp8_inv
0.02
prop_starrating
0.02
is_weekend
0.02
comp2_inv
0.01
promotion_flag
0.01
MOST FREQUENT VALUES
18
17,435
6.3%
11
17,313
6.3%
17
17,284
6.2%
12
17,068
6.2%
16
16,761
6.1%
13
16,586
6.0%
19
16,513
6.0%
14
16,494
6.0%
10
16,378
5.9%
15
15,922
5.8%
9
15,031
5.4%
20
15,003
5.4%
8
13,018
4.7%
21
12,786
4.6%
7
10,638
3.8%
SMALLEST VALUES
0
4,214
1.5%
1
2,679
1.0%
2
1,944
0.7%
3
1,901
0.7%
4
2,752
1.0%
5
4,546
1.6%
6
7,721
2.8%
7
10,638
3.8%
8
13,018
4.7%
9
15,031
5.4%
10
16,378
5.9%
11
17,313
6.3%
12
17,068
6.2%
13
16,586
6.0%
14
16,494
6.0%
LARGEST VALUES
23
6,757
2.4%
22
9,849
3.6%
21
12,786
4.6%
20
15,003
5.4%
19
16,513
6.0%
18
17,435
6.3%
17
17,284
6.2%
16
16,761
6.1%
15
15,922
5.8%
14
16,494
6.0%
13
16,586
6.0%
12
17,068
6.2%
11
17,313
6.3%
10
16,378
5.9%
9
15,031
5.4%
day_of_week
MISSING:
---
TOP CATEGORIES
target
(avg)
3
43,741
16%
5.00
1
42,369
15%
5.00
2
42,211
15%
5.00
4
41,910
15%
5.00
5
38,885
14%
5.00
7
36,559
13%
5.00
6
30,918
11%
5.00
ALL
276,593
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
day_of_week
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
is_weekend
1.00
srch_id
0.15
prop_id
0.06
srch_destination_id
0.02
srch_saturday_night_bool
0.01
month
0.00
comp8_inv
0.00
visitor_location_country_id
0.00
comp2_inv
0.00
comp3_inv
0.00
prop_country_id
0.00
site_id
0.00

THESE FEATURES
GIVE INFORMATION
ON day_of_week:
srch_id
1.00
is_weekend
0.34
prop_id
0.30
srch_destination_id
0.10
month
0.00
srch_saturday_night_bool
0.00
visitor_location_country_id
0.00
prop_country_id
0.00
site_id
0.00
quarter
0.00
year
0.00
comp8_rate
0.00
comp8_inv
0.00
comp3_rate
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
day_of_week
CORRELATION RATIO WITH...
srch_booking_window
0.07
hour
0.06
day_of_month
0.04
visitor_hist_starrating
0.04
visitor_hist_adr_usd
0.04
srch_adults_count
0.04
srch_children_count
0.03
srch_room_count
0.02
orig_destination_distance
0.02
srch_length_of_stay
0.02
week
0.02
prop_location_score1
0.02
prop_log_historical_price
0.01
comp2_rate_percent_diff
0.01
week
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
target
1.00
prop_log_historical_price
-0.10
srch_booking_window
-0.09
day_of_month
0.06
comp4_rate_percent_diff
-0.03
orig_destination_distance
-0.03
srch_children_count
-0.03
comp1_rate_percent_diff
0.02
comp6_rate_percent_diff
0.02
comp2_rate_percent_diff
0.02
comp8_rate_percent_diff
0.02
srch_length_of_stay
-0.02
srch_room_count
-0.02
gross_bookings_usd
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
srch_id
1.00
month
0.98
quarter
0.96
year
0.88
prop_id
0.47
srch_destination_id
0.28
prop_country_id
0.04
visitor_location_country_id
0.04
comp4_inv
0.04
site_id
0.03
comp3_rate
0.03
comp8_rate
0.02
comp1_rate
0.02
comp1_inv
0.02
MOST FREQUENT VALUES
25
10,264
3.7%
26
10,147
3.7%
24
9,851
3.6%
23
9,716
3.5%
21
9,293
3.4%
10
9,288
3.4%
20
9,278
3.4%
22
9,215
3.3%
11
9,010
3.3%
12
8,852
3.2%
14
8,779
3.2%
9
8,739
3.2%
19
8,734
3.2%
18
8,415
3.0%
15
8,346
3.0%
SMALLEST VALUES
1
6,118
2.2%
2
7,380
2.7%
3
7,623
2.8%
4
7,269
2.6%
5
7,334
2.7%
6
8,287
3.0%
7
8,223
3.0%
8
8,043
2.9%
9
8,739
3.2%
10
9,288
3.4%
11
9,010
3.3%
12
8,852
3.2%
13
8,065
2.9%
14
8,779
3.2%
15
8,346
3.0%
LARGEST VALUES
52
5,989
2.2%
51
6,125
2.2%
50
5,983
2.2%
49
6,397
2.3%
48
6,269
2.3%
47
6,114
2.2%
46
6,765
2.4%
45
6,804
2.5%
44
3,558
1.3%
26
10,147
3.7%
25
10,264
3.7%
24
9,851
3.6%
23
9,716
3.5%
22
9,215
3.3%
21
9,293
3.4%
quarter
MISSING:
---
TOP CATEGORIES
target
(avg)
2
118,358
43%
5.00
1
103,514
37%
5.00
4
54,721
20%
5.00
ALL
276,593
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
quarter
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
year
1.00
month
0.51
srch_id
0.08
prop_id
0.03
comp1_inv
0.02
comp1_rate
0.02
srch_destination_id
0.01
comp6_inv
0.01
comp6_rate
0.00
comp3_inv
0.00
comp4_inv
0.00
prop_country_id
0.00

THESE FEATURES
GIVE INFORMATION
ON quarter:
srch_id
1.00
month
1.00
year
0.47
prop_id
0.26
srch_destination_id
0.10
prop_country_id
0.00
comp1_inv
0.00
comp1_rate
0.00
visitor_location_country_id
0.00
comp6_inv
0.00
comp6_rate
0.00
prop_starrating
0.00
site_id
0.00
comp4_inv
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
quarter
CORRELATION RATIO WITH...
week
0.96
prop_log_historical_price
0.46
srch_booking_window
0.09
srch_children_count
0.06
prop_review_score
0.04
prop_location_score1
0.03
comp8_rate_percent_diff
0.03
srch_query_affinity_score
0.02
comp2_rate_percent_diff
0.02
orig_destination_distance
0.02
srch_adults_count
0.02
comp1_rate_percent_diff
0.02
prop_location_score2
0.02
srch_room_count
0.02
is_weekend
MISSING:
---
TOP CATEGORIES
target
(avg)
0
170,231
62%
5.00
1
106,362
38%
5.00
ALL
276,593
100%
5.00
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
is_weekend
PROVIDES INFORMATION ON...
click_bool
1.00
booking_bool
1.00
day_of_week
0.34
srch_id
0.05
prop_id
0.01
srch_destination_id
0.01
comp8_inv
0.00
month
0.00
comp2_inv
0.00
comp3_inv
0.00
comp5_inv
0.00
visitor_location_country_id
0.00
site_id
0.00
prop_country_id
0.00

THESE FEATURES
GIVE INFORMATION
ON is_weekend:
srch_id
1.00
day_of_week
1.00
prop_id
0.20
srch_destination_id
0.07
month
0.00
visitor_location_country_id
0.00
prop_country_id
0.00
site_id
0.00
quarter
0.00
comp8_inv
0.00
year
0.00
comp2_inv
0.00
comp5_inv
0.00
comp3_inv
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
is_weekend
CORRELATION RATIO WITH...
srch_booking_window
0.03
visitor_hist_starrating
0.03
srch_children_count
0.02
srch_adults_count
0.02
visitor_hist_adr_usd
0.02
hour
0.02
srch_room_count
0.01
prop_log_historical_price
0.01
day_of_month
0.01
week
0.01
comp8_rate_percent_diff
0.01
comp2_rate_percent_diff
0.01
orig_destination_distance
0.00
srch_query_affinity_score
0.00